diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index ccaeeb904..c2ec3d91e 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -10,8 +10,6 @@ jobs:
         working-directory: pgml-extension
     steps:
       - uses: actions/checkout@v4
-        with:
-          submodules: 'recursive'
       - name: Fetch master
         run: |
           git fetch origin master --depth 1
@@ -45,7 +43,7 @@ jobs:
             ~/.cargo
             pgml-extension/target
             ~/.pgrx
-          key: ${{ runner.os }}-rust-1.74-${{ hashFiles('pgml-extension/Cargo.lock') }}-bust2
+          key: ${{ runner.os }}-rust-1.74-${{ hashFiles('pgml-extension/Cargo.lock') }}-bust3
       - name: Install pgrx
         if: steps.pgml_extension_changed.outputs.PGML_EXTENSION_CHANGED_FILES != '0'
         run: |
@@ -55,17 +53,8 @@ jobs:
 
           if [[ ! -d ~/.pgrx ]]; then
             cargo pgrx init
-            echo "shared_preload_libraries = 'pgml'" >> ~/.pgrx/data-16/postgresql.conf
+            echo "shared_preload_libraries = 'pgml'" >> ~/.pgrx/data-17/postgresql.conf
           fi
-      - name: Update extension test
-        if: steps.pgml_extension_changed.outputs.PGML_EXTENSION_CHANGED_FILES != '0'
-        run: |
-          git checkout origin/master
-          echo "\q" | cargo pgrx run
-          psql -p 28816 -h localhost -d pgml -P pager -c "DROP EXTENSION IF EXISTS pgml CASCADE; DROP SCHEMA IF EXISTS pgml CASCADE; CREATE EXTENSION pgml;"
-          git checkout $GITHUB_SHA
-          echo "\q" | cargo pgrx run
-          psql -p 28816 -h localhost -d pgml -P pager -c "ALTER EXTENSION pgml UPDATE;"
       - name: Unit tests
         if: steps.pgml_extension_changed.outputs.PGML_EXTENSION_CHANGED_FILES != '0'
         run: |
@@ -74,4 +63,4 @@ jobs:
         if: steps.pgml_extension_changed.outputs.PGML_EXTENSION_CHANGED_FILES != '0'
         run: |
           echo "\q" | cargo pgrx run
-          psql -p 28816 -h 127.0.0.1 -d pgml -P pager -f tests/test.sql
+          psql -p 28817 -h 127.0.0.1 -d pgml -P pager -f tests/test.sql
diff --git a/.github/workflows/ubuntu-packages-and-docker-image.yml b/.github/workflows/ubuntu-packages-and-docker-image.yml
index 36f137c88..e64b5e30b 100644
--- a/.github/workflows/ubuntu-packages-and-docker-image.yml
+++ b/.github/workflows/ubuntu-packages-and-docker-image.yml
@@ -4,7 +4,7 @@ on:
   workflow_dispatch:
     inputs:
       packageVersion:
-        default: "2.9.3"
+        default: "2.10.0"
 jobs:
   #
   # PostgresML extension.
diff --git a/.gitmodules b/.gitmodules
deleted file mode 100644
index b583035fc..000000000
--- a/.gitmodules
+++ /dev/null
@@ -1,3 +0,0 @@
-[submodule "pgml-extension/deps/linfa"]
-	path = pgml-extension/deps/linfa
-	url = https://github.com/postgresml/linfa
diff --git a/README.md b/README.md
index d08158806..e3b6fc096 100644
--- a/README.md
+++ b/README.md
@@ -82,7 +82,7 @@ docker run \
     -v postgresml_data:/var/lib/postgresql \
     -p 5433:5432 \
     -p 8000:8000 \
-    ghcr.io/postgresml/postgresml:2.7.12 \
+    ghcr.io/postgresml/postgresml:2.10.0 \
     sudo -u postgresml psql -d postgresml
 ```
 
diff --git a/packages/postgresml-dashboard/build.sh b/packages/postgresml-dashboard/build.sh
index d559d3ecf..b35603b2c 100644
--- a/packages/postgresml-dashboard/build.sh
+++ b/packages/postgresml-dashboard/build.sh
@@ -5,7 +5,7 @@ dir="/tmp/postgresml-dashboard"
 deb_dir="$dir/deb-build"
 source_dir="$dir/source"
 SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
-export PACKAGE_VERSION=${1:-"2.7.12"}
+export PACKAGE_VERSION=${1:-"2.10.0"}
 export GITHUB_STARS=$(curl -s "https://api.github.com/repos/postgresml/postgresml" | grep stargazers_count | cut -d : -f 2 | tr -d " " | tr -d ",")
 if [[ $(arch) == "x86_64" ]]; then
   export ARCH=amd64
diff --git a/packages/postgresml-dashboard/release.sh b/packages/postgresml-dashboard/release.sh
index 7252068dd..c06342129 100644
--- a/packages/postgresml-dashboard/release.sh
+++ b/packages/postgresml-dashboard/release.sh
@@ -5,7 +5,7 @@ SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
 package_version="$1"
 
 if [[ -z "$package_version" ]]; then
-  echo "Usage: $0 <package version, e.g. 2.7.12>"
+  echo "Usage: $0 <package version, e.g. 2.10.0>"
   exit 1
 fi
 
diff --git a/packages/postgresml-python/build.sh b/packages/postgresml-python/build.sh
index 2ae1fbb03..602a8ca1e 100644
--- a/packages/postgresml-python/build.sh
+++ b/packages/postgresml-python/build.sh
@@ -7,7 +7,7 @@ SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
 deb_dir="/tmp/postgresml-python/deb-build"
 major=${1:-"14"}
 
-export PACKAGE_VERSION=${1:-"2.7.12"}
+export PACKAGE_VERSION=${1:-"2.10.0"}
 export PYTHON_VERSION=${2:-"3.10"}
 
 if [[ $(arch) == "x86_64" ]]; then
diff --git a/packages/postgresml-python/release.sh b/packages/postgresml-python/release.sh
index a7c2ad95d..e3b7371cf 100644
--- a/packages/postgresml-python/release.sh
+++ b/packages/postgresml-python/release.sh
@@ -12,7 +12,7 @@ fi
 
 if [[ -z "$package_version" ]]; then
 	echo "postgresml-python package build and release script"
-	echo "usage: $0 <package version, e.g. 2.7.12>"
+	echo "usage: $0 <package version, e.g. 2.10.0>"
 	exit 1
 fi
 
diff --git a/packages/postgresml/build.sh b/packages/postgresml/build.sh
index 5bef341ee..b6daed532 100644
--- a/packages/postgresml/build.sh
+++ b/packages/postgresml/build.sh
@@ -3,8 +3,9 @@ set -e
 
 SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
 
-export PACKAGE_VERSION=${1:-"2.7.12"}
+export PACKAGE_VERSION=${1:-"2.10.0"}
 export PGVERSION=${2:-"14"}
+export UBUNTU_VERSION=${3:-"24.04"}
 
 deb_dir="/tmp/postgresml/deb-build"
 
@@ -26,5 +27,4 @@ dpkg-deb \
   --root-owner-group \
   -z1 \
   --build "$deb_dir" \
-  postgresml-${PGVERSION}-${PACKAGE_VERSION}-ubuntu22.04-all.deb
-
+  postgresml-${PGVERSION}-${PACKAGE_VERSION}-ubuntu${UBUNTU_VERSION}-all.deb
diff --git a/packages/postgresml/release.sh b/packages/postgresml/release.sh
index 07a684523..054d18d9b 100644
--- a/packages/postgresml/release.sh
+++ b/packages/postgresml/release.sh
@@ -5,34 +5,52 @@ SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
 package_version="$1"
 
 if [[ -z "$package_version" ]]; then
-	echo "postgresml package build and release script"
-	echo "usage: $0 <package version, e.g. 2.7.12>"
-	exit 1
+  echo "postgresml package build and release script"
+  echo "usage: $0 <package version, e.g. 2.10.0>"
+  exit 1
 fi
 
 if ! which deb-s3; then
-	curl -sLO https://github.com/deb-s3/deb-s3/releases/download/0.11.4/deb-s3-0.11.4.gem
-	sudo gem install deb-s3-0.11.4.gem
-	deb-s3
+  curl -sLO https://github.com/deb-s3/deb-s3/releases/download/0.11.4/deb-s3-0.11.4.gem
+  sudo gem install deb-s3-0.11.4.gem
+  deb-s3
 fi
 
 function package_name() {
-	echo "postgresml-$1-$package_version-ubuntu22.04-all.deb"
+  local pg_version=$1
+  local ubuntu_version=$2
+  echo "postgresml-${pg_version}-${package_version}-ubuntu${ubuntu_version}-all.deb"
 }
 
-for pg in {12..16}; do
-  bash ${SCRIPT_DIR}/build.sh ${package_version} ${pg}
-
-  if [[ ! -f $(package_name ${pg}) ]]; then
-  	echo "File $(package_name ${pg}) doesn't exist"
-  	exit 1
-  fi
-  
-  deb-s3 upload \
-    --lock \
-    --bucket apt.postgresml.org \
-    $(package_name ${pg}) \
-    --codename $(lsb_release -cs)
-
-  rm $(package_name ${pg}) 
+# Active LTS Ubuntu versions
+ubuntu_versions=("20.04" "22.04" "24.04")
+
+# Map Ubuntu versions to codenames
+declare -A ubuntu_codenames=(
+  ["20.04"]="focal"
+  ["22.04"]="jammy"
+  ["24.04"]="noble"
+)
+
+for ubuntu_version in "${ubuntu_versions[@]}"; do
+  codename=${ubuntu_codenames[$ubuntu_version]}
+  echo "Building packages for Ubuntu ${ubuntu_version} (${codename})"
+
+  for pg in {11..17}; do
+    echo "Building PostgreSQL ${pg} package..."
+    bash ${SCRIPT_DIR}/build.sh ${package_version} ${pg} ${ubuntu_version}
+
+    if [[ ! -f $(package_name ${pg} ${ubuntu_version}) ]]; then
+      echo "File $(package_name ${pg} ${ubuntu_version}) doesn't exist"
+      exit 1
+    fi
+
+    deb-s3 upload \
+      --lock \
+      --bucket apt.postgresml.org \
+      $(package_name ${pg} ${ubuntu_version}) \
+      --codename ${codename}
+
+    rm $(package_name ${pg} ${ubuntu_version})
+  done
 done
diff --git a/packages/postgresql-pgml/release.sh b/packages/postgresql-pgml/release.sh
index 139fb7694..6153a7dba 100644
--- a/packages/postgresql-pgml/release.sh
+++ b/packages/postgresql-pgml/release.sh
@@ -4,7 +4,7 @@ set -e
 SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )
 
 if [[ -z "${1}" ]]; then
-  echo "Usage: $0 <package version, e.g. 2.7.12>"
+  echo "Usage: $0 <package version, e.g. 2.10.0>"
   exit 1
 fi
 
diff --git a/pgml-cms/docs/open-source/pgml/api/pgml.tune.md b/pgml-cms/docs/open-source/pgml/api/pgml.tune.md
index ec07b1242..7efbeafa6 100644
--- a/pgml-cms/docs/open-source/pgml/api/pgml.tune.md
+++ b/pgml-cms/docs/open-source/pgml/api/pgml.tune.md
@@ -159,7 +159,7 @@ Without tuning, DistilBERT classifies every single movie review as `positive`, a
 
 Once our model has been fine tuned on the dataset, it'll be saved and deployed with a Project visible in the Dashboard, just like models built from simpler algorithms.
 
-[![Fine Tuning](https://github.com/postgresml/postgresml/raw/v2.7.12/dashboard/static/images/dashboard/tuning.png)](https://github.com/postgresml/postgresml/blob/v2.7.12/dashboard/static/images/dashboard/tuning.png)
+[![Fine Tuning](https://github.com/postgresml/postgresml/raw/v2.10.0/dashboard/static/images/dashboard/tuning.png)](https://github.com/postgresml/postgresml/blob/v2.10.0/dashboard/static/images/dashboard/tuning.png)
 
 #### Prepare the data
 
diff --git a/pgml-cms/docs/open-source/pgml/developers/contributing.md b/pgml-cms/docs/open-source/pgml/developers/contributing.md
index 16ec17fe5..9b3844e89 100644
--- a/pgml-cms/docs/open-source/pgml/developers/contributing.md
+++ b/pgml-cms/docs/open-source/pgml/developers/contributing.md
@@ -127,7 +127,7 @@ SELECT pgml.version();
 postgres=# select pgml.version();
       version
 -------------------
- 2.9.3
+ 2.10.0
 (1 row)
 ```
 {% endtab %}
diff --git a/pgml-cms/docs/open-source/pgml/developers/installation.md b/pgml-cms/docs/open-source/pgml/developers/installation.md
index 734e0ac91..958ff0e81 100644
--- a/pgml-cms/docs/open-source/pgml/developers/installation.md
+++ b/pgml-cms/docs/open-source/pgml/developers/installation.md
@@ -132,7 +132,7 @@ CREATE EXTENSION
 pgml_test=# SELECT pgml.version();
  version 
 ---------
- 2.9.3
+ 2.10.0
 (1 row)
 ```
 
diff --git a/pgml-cms/docs/open-source/pgml/developers/quick-start-with-docker.md b/pgml-cms/docs/open-source/pgml/developers/quick-start-with-docker.md
index c2934cb2b..553ad7046 100644
--- a/pgml-cms/docs/open-source/pgml/developers/quick-start-with-docker.md
+++ b/pgml-cms/docs/open-source/pgml/developers/quick-start-with-docker.md
@@ -18,7 +18,7 @@ docker run \
     -v postgresml_data:/var/lib/postgresql \
     -p 5433:5432 \
     -p 8000:8000 \
-    ghcr.io/postgresml/postgresml:2.9.3 \
+    ghcr.io/postgresml/postgresml:2.10.0 \
     sudo -u postgresml psql -d postgresml
 ```
 {% endtab %}
@@ -43,7 +43,7 @@ docker run \
     --gpus all \
     -p 5433:5432 \
     -p 8000:8000 \
-    ghcr.io/postgresml/postgresml:2.9.3 \
+    ghcr.io/postgresml/postgresml:2.10.0 \
     sudo -u postgresml psql -d postgresml
 ```
 
@@ -80,7 +80,7 @@ Time: 41.520 ms
 postgresml=# SELECT pgml.version();
  version 
 ---------
- 2.9.3
+ 2.10.0
 (1 row)
 ```
 
diff --git a/pgml-cms/docs/open-source/pgml/developers/self-hosting/pooler.md b/pgml-cms/docs/open-source/pgml/developers/self-hosting/pooler.md
index 5809012fc..40b2f2ab5 100644
--- a/pgml-cms/docs/open-source/pgml/developers/self-hosting/pooler.md
+++ b/pgml-cms/docs/open-source/pgml/developers/self-hosting/pooler.md
@@ -115,6 +115,6 @@ Type "help" for help.
 postgresml=> SELECT pgml.version();
  version
 ---------
- 2.9.3
+ 2.10.0
 (1 row)
 ```
diff --git a/pgml-extension/.cargo/config.toml b/pgml-extension/.cargo/config.toml
index 4eb992743..cf7d9c9ec 100644
--- a/pgml-extension/.cargo/config.toml
+++ b/pgml-extension/.cargo/config.toml
@@ -1,5 +1,4 @@
 [build]
-# Postgres symbols won't be available until runtime
 rustflags = ["-C", "link-args=-Wl,-undefined,dynamic_lookup"]
 
 [target.x86_64-unknown-linux-gnu]
@@ -7,3 +6,6 @@ rustflags = ["-C", "link-args=-Wl,-undefined,dynamic_lookup,-fuse-ld=lld"]
 
 [target.aarch64-unknown-linux-gnu]
 rustflags = ["-C", "link-args=-Wl,-undefined,dynamic_lookup,-fuse-ld=lld"]
+
+[target.aarch64-apple-darwin]
+rustflags = ["-C", "link-args=-WL,-undefined,dynamic_lookup"]
diff --git a/pgml-extension/Cargo.lock b/pgml-extension/Cargo.lock
index 4adf22612..7310b8024 100644
--- a/pgml-extension/Cargo.lock
+++ b/pgml-extension/Cargo.lock
@@ -17,6 +17,12 @@ version = "1.0.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f26201604c87b1e01bd3d98f8d5d9a8fcbb815e8cedb41ffccbeb4bf593a35fe"
 
+[[package]]
+name = "adler2"
+version = "2.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "512761e0bb2578dd7380c6baaa0f4ce03e84f95e960231d1dec8bf4d7d6e2627"
+
 [[package]]
 name = "aho-corasick"
 version = "1.1.2"
@@ -44,9 +50,9 @@ checksum = "7079075b41f533b8c61d2a4d073c4676e1f8b249ff94a393b0595db304e0dd87"
 
 [[package]]
 name = "anyhow"
-version = "1.0.79"
+version = "1.0.95"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "080e9890a082662b09c1ad45f567faeeb47f22b5fb23895fbe1e651e718e25ca"
+checksum = "34ac096ce696dc2fcabef30516bb13c0a68a11d30131d3df6f04711467681b04"
 
 [[package]]
 name = "approx"
@@ -57,46 +63,11 @@ dependencies = [
  "num-traits",
 ]
 
-[[package]]
-name = "approx"
-version = "0.5.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cab112f0a86d568ea0e627cc1d6be74a1e9cd55214684db5561995f6dad897c6"
-dependencies = [
- "num-traits",
-]
-
 [[package]]
 name = "argmin"
-version = "0.4.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7fc077a0240b05e5df4e658e4ad8a3d42b856e3136d4a05ac8330e0a9170d39e"
-dependencies = [
- "anyhow",
- "approx 0.5.1",
- "bincode",
- "instant",
- "ndarray",
- "ndarray-rand",
- "num",
- "num-complex",
- "paste",
- "rand",
- "rand_xorshift",
- "serde",
- "serde_json",
- "slog",
- "slog-async",
- "slog-json",
- "slog-term",
- "thiserror",
-]
-
-[[package]]
-name = "argmin"
-version = "0.7.0"
+version = "0.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5698c8cd3510117a4e6b96749a8061ba7dce1a19578ce4ecdb12dd36d94a7f8d"
+checksum = "523c0b5258fa1fb9072748b7306fb0db1625cf235ec6da4d05de2560ef56f882"
 dependencies = [
  "anyhow",
  "argmin-math",
@@ -109,14 +80,14 @@ dependencies = [
  "serde",
  "serde_json",
  "slog-json",
- "thiserror",
+ "thiserror 1.0.69",
 ]
 
 [[package]]
 name = "argmin-math"
-version = "0.2.1"
+version = "0.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "75f2b0dada81340718682df780c9a696b090b6ef7e83c3dcc770af6de9302995"
+checksum = "a8798ca7447753fcb3dd98d9095335b1564812a68c6e7c3d1926e1d5cf094e37"
 dependencies = [
  "anyhow",
  "cfg-if",
@@ -125,7 +96,7 @@ dependencies = [
  "num-integer",
  "num-traits",
  "rand",
- "thiserror",
+ "thiserror 1.0.69",
 ]
 
 [[package]]
@@ -135,7 +106,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c980ee35e870bd1a4d2c8294d4c04d0499e67bca1e4b5cefcc693c2fa00caea9"
 dependencies = [
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
 ]
 
@@ -158,22 +129,11 @@ dependencies = [
  "rustc_version 0.3.3",
 ]
 
-[[package]]
-name = "atty"
-version = "0.2.14"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d9b39be18770d11421cdb1b9947a45dd3f37e93092cbf377614828a319d5fee8"
-dependencies = [
- "hermit-abi 0.1.19",
- "libc",
- "winapi",
-]
-
 [[package]]
 name = "autocfg"
-version = "1.1.0"
+version = "1.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d468802bab17cbc0cc575e9b053f41e72aa36bfa6b7f55e3529ffa43161b97fa"
+checksum = "ace50bade8e6234aa140d9a2f552bbee1db4d353f69b8217bc503490fc1a9f26"
 
 [[package]]
 name = "backtrace"
@@ -185,16 +145,22 @@ dependencies = [
  "cc",
  "cfg-if",
  "libc",
- "miniz_oxide",
+ "miniz_oxide 0.7.4",
  "object",
  "rustc-demangle",
 ]
 
 [[package]]
 name = "base64"
-version = "0.21.5"
+version = "0.21.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "35636a1494ede3b646cc98f74f8e62c773a38a659ebc777a2cf26b9b74171df9"
+checksum = "9d297deb1925b89f2ccc13d7635fa0714f12c87adce1c75356b39ca9b7178567"
+
+[[package]]
+name = "base64"
+version = "0.22.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
 
 [[package]]
 name = "bincode"
@@ -211,16 +177,16 @@ version = "0.69.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a00dc851838a2120612785d195287475a3ac45514741da670b735818822129a0"
 dependencies = [
- "bitflags 2.4.1",
+ "bitflags",
  "cexpr",
  "clang-sys",
- "itertools 0.12.0",
+ "itertools 0.12.1",
  "lazy_static",
  "lazycell",
  "log",
  "prettyplease",
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "regex",
  "rustc-hash",
  "shlex",
@@ -235,12 +201,12 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f49d8fed880d473ea71efb9bf597651e77201bdd4893efe54c9e5d65ae04ce6f"
 dependencies = [
  "annotate-snippets",
- "bitflags 2.4.1",
+ "bitflags",
  "cexpr",
  "clang-sys",
- "itertools 0.12.0",
+ "itertools 0.12.1",
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "regex",
  "rustc-hash",
  "shlex",
@@ -264,15 +230,9 @@ checksum = "349f9b6a179ed607305526ca489b34ad0a41aed5f7980fa90eb03160b69598fb"
 
 [[package]]
 name = "bitflags"
-version = "1.3.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bef38d45163c2f1dde094a7dfd33ccf595c92905c8f8f4fdc18d06fb1037718a"
-
-[[package]]
-name = "bitflags"
-version = "2.4.1"
+version = "2.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "327762f6e5a765692301e5bb513e0d9fef63be86bbc14528052b1cd3e6f03e07"
+checksum = "1be3f42a67d6d345ecd59f675f3f012d6974981560836e938c22b424b85ce1be"
 
 [[package]]
 name = "bitvec"
@@ -299,9 +259,9 @@ dependencies = [
 
 [[package]]
 name = "blas-src"
-version = "0.9.0"
+version = "0.10.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "aa443ee19b4cde6cdbd49043eb8964f9dd367b6d98d67f04395958ebfa28f39d"
+checksum = "b95e83dc868db96e69795c0213143095f03de9dd3252f205d4ac716e4076a7e0"
 dependencies = [
  "openblas-src",
 ]
@@ -368,10 +328,24 @@ checksum = "2d886547e41f740c616ae73108f6eb70afe6d940c7bc697cb30f13daec073037"
 dependencies = [
  "camino",
  "cargo-platform",
- "semver 1.0.21",
+ "semver 1.0.24",
+ "serde",
+ "serde_json",
+ "thiserror 1.0.69",
+]
+
+[[package]]
+name = "cargo_metadata"
+version = "0.19.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8769706aad5d996120af43197bf46ef6ad0fda35216b4505f926a365a232d924"
+dependencies = [
+ "camino",
+ "cargo-platform",
+ "semver 1.0.24",
  "serde",
  "serde_json",
- "thiserror",
+ "thiserror 2.0.11",
 ]
 
 [[package]]
@@ -395,11 +369,13 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.0.83"
+version = "1.2.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f1174fb0b6ec23863f8b971027804a42614e347eafb0a95bf0b12cdae21fc4d0"
+checksum = "ad0cf6e91fde44c773c6ee7ec6bba798504641a8bc2eb7e37a04ffbf4dfaa55a"
 dependencies = [
+ "jobserver",
  "libc",
+ "shlex",
 ]
 
 [[package]]
@@ -455,7 +431,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "23b2ea69cefa96b848b73ad516ad1d59a195cdf9263087d977f648a818c8b43e"
 dependencies = [
  "anstyle",
- "cargo_metadata",
+ "cargo_metadata 0.18.1",
  "clap",
 ]
 
@@ -475,9 +451,9 @@ version = "4.4.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cf9804afaaf59a91e75b022a30fb7229a7901f60c755489cc61c9b423b836442"
 dependencies = [
- "heck",
+ "heck 0.4.1",
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
 ]
 
@@ -517,9 +493,9 @@ dependencies = [
 
 [[package]]
 name = "core-foundation-sys"
-version = "0.8.6"
+version = "0.8.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "06ea2b9bc92be3c2baa9334a323ebca2d6f074ff852cd1d7b11064035cd3868f"
+checksum = "773648b94d0e5d620f64f280777445740e61fe701025087ec8b57f45c791888b"
 
 [[package]]
 name = "cpufeatures"
@@ -532,28 +508,18 @@ dependencies = [
 
 [[package]]
 name = "crc32fast"
-version = "1.3.2"
+version = "1.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b540bd8bc810d3885c6ea91e2018302f68baba2129ab3e88f32389ee9370880d"
+checksum = "a97769d94ddab943e4510d138150169a2758b5ef3eb191a9ee688de3e23ef7b3"
 dependencies = [
  "cfg-if",
 ]
 
 [[package]]
 name = "critical-section"
-version = "1.1.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7059fff8937831a9ae6f0fe4d658ffabf58f2ca96aa9dec1c889f936f705f216"
-
-[[package]]
-name = "crossbeam-channel"
-version = "0.5.10"
+version = "1.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "82a9b73a36529d9c47029b9fb3a6f0ea3cc916a261195352ba19e770fc1748b2"
-dependencies = [
- "cfg-if",
- "crossbeam-utils",
-]
+checksum = "790eea4361631c5e7d22598ecd5723ff611904e3344ce8720784c93e3d83d40b"
 
 [[package]]
 name = "crossbeam-deque"
@@ -598,9 +564,9 @@ dependencies = [
 
 [[package]]
 name = "csv"
-version = "1.3.0"
+version = "1.3.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ac574ff4d437a7b5ad237ef331c17ccca63c46479e5b5453eb8e10bb99a759fe"
+checksum = "acdc4883a9c96732e4733212c01447ebd805833b7275a73ca3ee080fd77afdaf"
 dependencies = [
  "csv-core",
  "itoa",
@@ -623,8 +589,18 @@ version = "0.14.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7b750cb3417fd1b327431a470f388520309479ab0bf5e323505daf0290cd3850"
 dependencies = [
- "darling_core",
- "darling_macro",
+ "darling_core 0.14.4",
+ "darling_macro 0.14.4",
+]
+
+[[package]]
+name = "darling"
+version = "0.20.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6f63b86c8a8826a49b8c21f08a2d07338eec8d900540f8630dc76284be802989"
+dependencies = [
+ "darling_core 0.20.10",
+ "darling_macro 0.20.10",
 ]
 
 [[package]]
@@ -636,22 +612,47 @@ dependencies = [
  "fnv",
  "ident_case",
  "proc-macro2",
- "quote 1.0.35",
- "strsim",
+ "quote 1.0.38",
+ "strsim 0.10.0",
  "syn 1.0.109",
 ]
 
+[[package]]
+name = "darling_core"
+version = "0.20.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "95133861a8032aaea082871032f5815eb9e98cef03fa916ab4500513994df9e5"
+dependencies = [
+ "fnv",
+ "ident_case",
+ "proc-macro2",
+ "quote 1.0.38",
+ "strsim 0.11.1",
+ "syn 2.0.96",
+]
+
 [[package]]
 name = "darling_macro"
 version = "0.14.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a4aab4dbc9f7611d8b55048a3a16d2d010c2c8334e46304b40ac1cc14bf3b48e"
 dependencies = [
- "darling_core",
- "quote 1.0.35",
+ "darling_core 0.14.4",
+ "quote 1.0.38",
  "syn 1.0.109",
 ]
 
+[[package]]
+name = "darling_macro"
+version = "0.20.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d336a2a514f6ccccaa3e09b02d41d35330c07ddf03a62165fcec10bb561c7806"
+dependencies = [
+ "darling_core 0.20.10",
+ "quote 1.0.38",
+ "syn 2.0.96",
+]
+
 [[package]]
 name = "deranged"
 version = "0.3.11"
@@ -678,7 +679,16 @@ version = "0.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8d67778784b508018359cbc8696edb3db78160bab2c2a28ba7f56ef6932997f8"
 dependencies = [
- "derive_builder_macro",
+ "derive_builder_macro 0.12.0",
+]
+
+[[package]]
+name = "derive_builder"
+version = "0.20.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "507dfb09ea8b7fa618fcf76e953f4f5e192547945816d5358edffe39f6f94947"
+dependencies = [
+ "derive_builder_macro 0.20.2",
 ]
 
 [[package]]
@@ -697,12 +707,24 @@ version = "0.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c11bdc11a0c47bc7d37d582b5285da6849c96681023680b906673c5707af7b0f"
 dependencies = [
- "darling",
+ "darling 0.14.4",
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 1.0.109",
 ]
 
+[[package]]
+name = "derive_builder_core"
+version = "0.20.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2d5bcf7b024d6835cfb3d473887cd966994907effbe9227e8c8219824d06c4e8"
+dependencies = [
+ "darling 0.20.10",
+ "proc-macro2",
+ "quote 1.0.38",
+ "syn 2.0.96",
+]
+
 [[package]]
 name = "derive_builder_macro"
 version = "0.12.0"
@@ -713,6 +735,16 @@ dependencies = [
  "syn 1.0.109",
 ]
 
+[[package]]
+name = "derive_builder_macro"
+version = "0.20.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ab63b0e2bf4d5928aff72e83a7dace85d7bba5fe12dcc3c5a572d78caffd3f3c"
+dependencies = [
+ "derive_builder_core 0.20.2",
+ "syn 2.0.96",
+]
+
 [[package]]
 name = "digest"
 version = "0.10.7"
@@ -726,50 +758,41 @@ dependencies = [
 
 [[package]]
 name = "dirs"
-version = "3.0.2"
+version = "5.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "30baa043103c9d0c2a57cf537cc2f35623889dc0d405e6c3cccfadbc81c71309"
+checksum = "44c45a9d03d6676652bcb5e724c7e988de1acad23a711b5217ab9cbecbec2225"
 dependencies = [
  "dirs-sys",
 ]
 
-[[package]]
-name = "dirs-next"
-version = "2.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b98cf8ebf19c3d1b223e151f99a4f9f0690dca41414773390fc824184ac833e1"
-dependencies = [
- "cfg-if",
- "dirs-sys-next",
-]
-
 [[package]]
 name = "dirs-sys"
-version = "0.3.7"
+version = "0.4.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1b1d1d91c932ef41c0f2663aa8b0ca0342d444d842c06914aa0a7e352d0bada6"
+checksum = "520f05a5cbd335fae5a99ff7a6ab8627577660ee5cfd6a94a6a929b52ff0321c"
 dependencies = [
  "libc",
+ "option-ext",
  "redox_users",
- "winapi",
+ "windows-sys 0.48.0",
 ]
 
 [[package]]
-name = "dirs-sys-next"
-version = "0.1.2"
+name = "displaydoc"
+version = "0.2.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4ebda144c4fe02d1f7ea1a7d9641b6fc6b580adcfa024ae48797ecdeb6825b4d"
+checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
- "libc",
- "redox_users",
- "winapi",
+ "proc-macro2",
+ "quote 1.0.38",
+ "syn 2.0.96",
 ]
 
 [[package]]
 name = "either"
-version = "1.9.0"
+version = "1.13.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a26ae43d7bcc3b814de94796a5e736d4029efb0ee900c12e2d54c993ad1a1e07"
+checksum = "60b1af1c220855b6ceac025d3f6ecdd2b7c4894bfe9cd9bda4fbb4bc7c0d4cf0"
 
 [[package]]
 name = "enum-map"
@@ -787,7 +810,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f282cfdfe92516eb26c2af8589c274c7c17681f5ecc03c18255fe741c6aa64eb"
 dependencies = [
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
 ]
 
@@ -799,21 +822,22 @@ checksum = "5443807d6dff69373d433ab9ef5378ad8df50ca6298caf15de6e52e24aaf54d5"
 
 [[package]]
 name = "erased-serde"
-version = "0.4.2"
+version = "0.4.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "55d05712b2d8d88102bc9868020c9e5c7a1f5527c452b9b97450a1d006140ba7"
+checksum = "24e2389d65ab4fab27dc2a5de7b191e1f6617d1f1c8855c0dc569c94a4cbb18d"
 dependencies = [
  "serde",
+ "typeid",
 ]
 
 [[package]]
 name = "errno"
-version = "0.3.8"
+version = "0.3.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a258e46cdc063eb8519c00b9fc845fc47bcfca4130e2f08e88665ceda8474245"
+checksum = "33d852cb9b869c2a9b3df2f71a3074817f01e1844f839a144f5fcef059a4eb5d"
 dependencies = [
  "libc",
- "windows-sys 0.52.0",
+ "windows-sys 0.59.0",
 ]
 
 [[package]]
@@ -834,20 +858,20 @@ checksum = "4443176a9f2c162692bd3d352d745ef9413eec5782a80d8fd6f8a1ac692a07f7"
 
 [[package]]
 name = "fastrand"
-version = "2.0.1"
+version = "2.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "25cbce373ec4653f1a01a31e8a5e5ec0c622dc27ff9c4e6606eefef5cbbed4a5"
+checksum = "37909eebbb50d72f9059c3b6d82c0463f2ff062c9e95845c43a6c9c0355411be"
 
 [[package]]
 name = "filetime"
-version = "0.2.23"
+version = "0.2.25"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1ee447700ac8aa0b2f2bd7bc4462ad686ba06baa6727ac149a2d6277f0d240fd"
+checksum = "35c0522e981e68cbfa8c3f978441a5f34b30b96e146b33cd3359176b50fe8586"
 dependencies = [
  "cfg-if",
  "libc",
- "redox_syscall",
- "windows-sys 0.52.0",
+ "libredox",
+ "windows-sys 0.59.0",
 ]
 
 [[package]]
@@ -864,12 +888,12 @@ checksum = "0ce7134b9999ecaf8bcd65542e436736ef32ddca1b3e06094cb6ec5755203b80"
 
 [[package]]
 name = "flate2"
-version = "1.0.28"
+version = "1.0.35"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "46303f565772937ffe1d394a4fac6f411c6013172fadde9dcdb1e147a086940e"
+checksum = "c936bfdafb507ebbf50b8074c54fa31c5be9a1e7e5f467dd659697041407d07c"
 dependencies = [
  "crc32fast",
- "miniz_oxide",
+ "miniz_oxide 0.8.2",
 ]
 
 [[package]]
@@ -931,7 +955,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "87750cf4b7a4c0625b1529e4c543c2182106e4dedc60a2a6455e00d212c489ac"
 dependencies = [
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
 ]
 
@@ -974,9 +998,9 @@ dependencies = [
 
 [[package]]
 name = "getrandom"
-version = "0.2.11"
+version = "0.2.15"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fe9006bed769170c11f845cf00c7c1e9092aeb3f268e007c3e760ac68008070f"
+checksum = "c4567c8db10ae91089c99af84c68c38da3ec2f087c3f82960bcdbf3656b6f4d7"
 dependencies = [
  "cfg-if",
  "libc",
@@ -989,6 +1013,19 @@ version = "0.28.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4271d37baee1b8c7e4b708028c57d816cf9d2434acb33a549475f78c181f6253"
 
+[[package]]
+name = "git2"
+version = "0.20.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3fda788993cc341f69012feba8bf45c0ba4f3291fcc08e214b4d5a7332d88aff"
+dependencies = [
+ "bitflags",
+ "libc",
+ "libgit2-sys",
+ "log",
+ "url",
+]
+
 [[package]]
 name = "glob"
 version = "0.3.1"
@@ -1027,9 +1064,9 @@ checksum = "8a9ee70c43aaf417c914396645a0fa852624801b24ebb7ae78fe8272889ac888"
 
 [[package]]
 name = "hashbrown"
-version = "0.14.3"
+version = "0.15.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "290f1a1d9242c78d09ce40a5e87e7554ee637af1351968159f4952f028f75604"
+checksum = "bf151400ff0baff5465007dd2f3e717f3fe502074ca563069ce3a6629d07b289"
 
 [[package]]
 name = "heapless"
@@ -1039,7 +1076,7 @@ checksum = "cdc6457c0eb62c71aac4bc17216026d8410337c4126773b9c5daba343f17964f"
 dependencies = [
  "atomic-polyfill",
  "hash32 0.2.1",
- "rustc_version 0.4.0",
+ "rustc_version 0.4.1",
  "spin",
  "stable_deref_trait",
 ]
@@ -1061,13 +1098,10 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "95505c38b4572b2d910cecb0281560f54b440a19336cbbcb27bf6ce6adc6f5a8"
 
 [[package]]
-name = "hermit-abi"
-version = "0.1.19"
+name = "heck"
+version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "62b467343b94ba476dcb2500d242dadbb39557df889310ac77c5d99100aaac33"
-dependencies = [
- "libc",
-]
+checksum = "2304e00983f87ffb38b55b444b5e3b60a884b5d30c0fca7d82fe33449bbe55ea"
 
 [[package]]
 name = "hermit-abi"
@@ -1093,6 +1127,124 @@ dependencies = [
  "windows-sys 0.52.0",
 ]
 
+[[package]]
+name = "icu_collections"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "db2fa452206ebee18c4b5c2274dbf1de17008e874b4dc4f0aea9d01ca79e4526"
+dependencies = [
+ "displaydoc",
+ "yoke",
+ "zerofrom",
+ "zerovec",
+]
+
+[[package]]
+name = "icu_locid"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "13acbb8371917fc971be86fc8057c41a64b521c184808a698c02acc242dbf637"
+dependencies = [
+ "displaydoc",
+ "litemap",
+ "tinystr",
+ "writeable",
+ "zerovec",
+]
+
+[[package]]
+name = "icu_locid_transform"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "01d11ac35de8e40fdeda00d9e1e9d92525f3f9d887cdd7aa81d727596788b54e"
+dependencies = [
+ "displaydoc",
+ "icu_locid",
+ "icu_locid_transform_data",
+ "icu_provider",
+ "tinystr",
+ "zerovec",
+]
+
+[[package]]
+name = "icu_locid_transform_data"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fdc8ff3388f852bede6b579ad4e978ab004f139284d7b28715f773507b946f6e"
+
+[[package]]
+name = "icu_normalizer"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "19ce3e0da2ec68599d193c93d088142efd7f9c5d6fc9b803774855747dc6a84f"
+dependencies = [
+ "displaydoc",
+ "icu_collections",
+ "icu_normalizer_data",
+ "icu_properties",
+ "icu_provider",
+ "smallvec",
+ "utf16_iter",
+ "utf8_iter",
+ "write16",
+ "zerovec",
+]
+
+[[package]]
+name = "icu_normalizer_data"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f8cafbf7aa791e9b22bec55a167906f9e1215fd475cd22adfcf660e03e989516"
+
+[[package]]
+name = "icu_properties"
+version = "1.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "93d6020766cfc6302c15dbbc9c8778c37e62c14427cb7f6e601d849e092aeef5"
+dependencies = [
+ "displaydoc",
+ "icu_collections",
+ "icu_locid_transform",
+ "icu_properties_data",
+ "icu_provider",
+ "tinystr",
+ "zerovec",
+]
+
+[[package]]
+name = "icu_properties_data"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "67a8effbc3dd3e4ba1afa8ad918d5684b8868b3b26500753effea8d2eed19569"
+
+[[package]]
+name = "icu_provider"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6ed421c8a8ef78d3e2dbc98a973be2f3770cb42b606e3ab18d6237c4dfde68d9"
+dependencies = [
+ "displaydoc",
+ "icu_locid",
+ "icu_provider_macros",
+ "stable_deref_trait",
+ "tinystr",
+ "writeable",
+ "yoke",
+ "zerofrom",
+ "zerovec",
+]
+
+[[package]]
+name = "icu_provider_macros"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1ec89e9337638ecdc08744df490b221a7399bf8d164eb52a665454e60e075ad6"
+dependencies = [
+ "proc-macro2",
+ "quote 1.0.38",
+ "syn 2.0.96",
+]
+
 [[package]]
 name = "ident_case"
 version = "1.0.1"
@@ -1101,12 +1253,23 @@ checksum = "b9e0384b61958566e926dc50660321d12159025e767c18e043daf26b70104c39"
 
 [[package]]
 name = "idna"
-version = "0.5.0"
+version = "1.0.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "634d9b1461af396cad843f47fdba5597a4f9e6ddd4bfb6ff5d85028c25cb12f6"
+checksum = "686f825264d630750a544639377bae737628043f20d38bbc029e8f29ea968a7e"
 dependencies = [
- "unicode-bidi",
- "unicode-normalization",
+ "idna_adapter",
+ "smallvec",
+ "utf8_iter",
+]
+
+[[package]]
+name = "idna_adapter"
+version = "1.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "daca1df1c957320b2cf139ac61e7bd64fed304c5040df000a745aa1de3b4ef71"
+dependencies = [
+ "icu_normalizer",
+ "icu_properties",
 ]
 
 [[package]]
@@ -1127,12 +1290,12 @@ dependencies = [
 
 [[package]]
 name = "indexmap"
-version = "2.1.0"
+version = "2.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d530e1a18b1cb4c484e6e34556a0d948706958449fca0cab753d649f2bce3d1f"
+checksum = "62f822373a4fe84d4bb149bf54e584a7f4abec90e072ed49cda0edea5b95471f"
 dependencies = [
  "equivalent",
- "hashbrown 0.14.3",
+ "hashbrown 0.15.2",
  "serde",
 ]
 
@@ -1153,9 +1316,12 @@ dependencies = [
 
 [[package]]
 name = "inventory"
-version = "0.3.14"
+version = "0.3.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c8573b2b1fb643a372c73b23f4da5f888677feef3305146d68a539250a9bccc7"
+checksum = "3b31349d02fe60f80bbbab1a9402364cad7460626d6030494b08ac4a2075bf81"
+dependencies = [
+ "rustversion",
+]
 
 [[package]]
 name = "is-terminal"
@@ -1163,7 +1329,7 @@ version = "0.4.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "261f68e344040fbd0edea105bef17c66edf46f984ddb1115b775ce31be948f4b"
 dependencies = [
- "hermit-abi 0.4.0",
+ "hermit-abi",
  "libc",
  "windows-sys 0.52.0",
 ]
@@ -1185,18 +1351,27 @@ dependencies = [
 
 [[package]]
 name = "itertools"
-version = "0.12.0"
+version = "0.12.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "25db6b064527c5d482d0423354fcd07a89a2dfe07b67892e62411946db7f07b0"
+checksum = "ba291022dbbd398a455acf126c1e341954079855bc60dfdda641363bd6922569"
 dependencies = [
  "either",
 ]
 
 [[package]]
 name = "itoa"
-version = "1.0.10"
+version = "1.0.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b1a46d1a171d865aa5f83f92695765caa047a9b4cbae2cbf37dbd613a793fd4c"
+checksum = "d75a2a4b1b190afb6f5425f10f6a8f959d2ea0b9c2b1d79553551850539e4674"
+
+[[package]]
+name = "jobserver"
+version = "0.1.32"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "48d1dbcbbeb6a7fec7e059840aa538bd62aaccf972c7346c4d9d2059312853d0"
+dependencies = [
+ "libc",
+]
 
 [[package]]
 name = "js-sys"
@@ -1218,9 +1393,9 @@ dependencies = [
 
 [[package]]
 name = "lazy_static"
-version = "1.4.0"
+version = "1.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e2abad23fbc42b3700f2f279844dc832adb2b2eb069b2df918f455c4e18cc646"
+checksum = "bbd2bcb4c963f2ddae06a2efc7e9f3591312473c50c6685e1f298068316e66fe"
 
 [[package]]
 name = "lazycell"
@@ -1234,6 +1409,18 @@ version = "0.2.169"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b5aba8db14291edd000dfcc4d620c7ebfb122c613afb886ca8803fa4e128a20a"
 
+[[package]]
+name = "libgit2-sys"
+version = "0.18.0+1.9.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e1a117465e7e1597e8febea8bb0c410f1c7fb93b1e1cddf34363f8390367ffec"
+dependencies = [
+ "cc",
+ "libc",
+ "libz-sys",
+ "pkg-config",
+]
+
 [[package]]
 name = "libloading"
 version = "0.8.1"
@@ -1252,15 +1439,27 @@ checksum = "4ec2a862134d2a7d32d7983ddcdd1c4923530833c9f2ea1a44fc5fa473989058"
 
 [[package]]
 name = "libredox"
-version = "0.0.1"
+version = "0.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "85c833ca1e66078851dba29046874e38f08b2c883700aa29a03ddd3b23814ee8"
+checksum = "c0ff37bd590ca25063e35af745c343cb7a0271906fb7b37e4813e8f79f00268d"
 dependencies = [
- "bitflags 2.4.1",
+ "bitflags",
  "libc",
  "redox_syscall",
 ]
 
+[[package]]
+name = "libz-sys"
+version = "1.1.21"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "df9b68e50e6e0b26f672573834882eb57759f6db9b3be2ea3c35c91188bb4eaa"
+dependencies = [
+ "cc",
+ "libc",
+ "pkg-config",
+ "vcpkg",
+]
+
 [[package]]
 name = "lightgbm"
 version = "0.2.3"
@@ -1284,20 +1483,22 @@ dependencies = [
 
 [[package]]
 name = "linfa"
-version = "0.6.1"
+version = "0.7.0"
+source = "git+https://github.com/postgresml/linfa?branch=master#9d615fcb98d3f3376a4fbd42e666c21ace0c8cb0"
 dependencies = [
- "approx 0.4.0",
+ "approx",
  "ndarray",
  "num-traits",
  "rand",
  "serde",
  "sprs",
- "thiserror",
+ "thiserror 1.0.69",
 ]
 
 [[package]]
 name = "linfa-kernel"
-version = "0.6.1"
+version = "0.7.0"
+source = "git+https://github.com/postgresml/linfa?branch=master#9d615fcb98d3f3376a4fbd42e666c21ace0c8cb0"
 dependencies = [
  "linfa",
  "linfa-nn",
@@ -1315,39 +1516,43 @@ checksum = "56e7562b41c8876d3367897067013bb2884cc78e6893f092ecd26b305176ac82"
 dependencies = [
  "ndarray",
  "num-traits",
- "thiserror",
+ "thiserror 1.0.69",
 ]
 
 [[package]]
 name = "linfa-linear"
-version = "0.6.1"
+version = "0.7.0"
+source = "git+https://github.com/postgresml/linfa?branch=master#9d615fcb98d3f3376a4fbd42e666c21ace0c8cb0"
 dependencies = [
- "argmin 0.7.0",
+ "argmin",
  "argmin-math",
  "linfa",
  "linfa-linalg",
  "ndarray",
  "num-traits",
  "serde",
- "thiserror",
+ "thiserror 1.0.69",
 ]
 
 [[package]]
 name = "linfa-logistic"
-version = "0.6.1"
+version = "0.7.0"
+source = "git+https://github.com/postgresml/linfa?branch=master#9d615fcb98d3f3376a4fbd42e666c21ace0c8cb0"
 dependencies = [
- "argmin 0.4.7",
+ "argmin",
+ "argmin-math",
  "linfa",
  "ndarray",
  "ndarray-stats",
  "num-traits",
  "serde",
- "thiserror",
+ "thiserror 1.0.69",
 ]
 
 [[package]]
 name = "linfa-nn"
-version = "0.6.1"
+version = "0.7.0"
+source = "git+https://github.com/postgresml/linfa?branch=master#9d615fcb98d3f3376a4fbd42e666c21ace0c8cb0"
 dependencies = [
  "kdtree",
  "linfa",
@@ -1356,12 +1561,13 @@ dependencies = [
  "noisy_float",
  "num-traits",
  "order-stat",
- "thiserror",
+ "thiserror 1.0.69",
 ]
 
 [[package]]
 name = "linfa-svm"
-version = "0.6.1"
+version = "0.7.0"
+source = "git+https://github.com/postgresml/linfa?branch=master#9d615fcb98d3f3376a4fbd42e666c21ace0c8cb0"
 dependencies = [
  "linfa",
  "linfa-kernel",
@@ -1369,20 +1575,26 @@ dependencies = [
  "ndarray-rand",
  "num-traits",
  "serde",
- "thiserror",
+ "thiserror 1.0.69",
 ]
 
 [[package]]
 name = "linux-raw-sys"
-version = "0.4.12"
+version = "0.4.15"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d26c52dbd32dccf2d10cac7725f8eae5296885fb5703b261f7d0a0739ec807ab"
+
+[[package]]
+name = "litemap"
+version = "0.7.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c4cd1a83af159aa67994778be9070f0ae1bd732942279cabb14f86f986a21456"
+checksum = "4ee93343901ab17bd981295f2cf0026d4ad018c7c31ba84549a4ddbb47a45104"
 
 [[package]]
 name = "lock_api"
-version = "0.4.11"
+version = "0.4.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3c168f8615b12bc01f9c17e2eb0cc07dcae1940121185446edc3744920e8ef45"
+checksum = "07af8b9cdd281b7915f413fa73f29ebd5d55d0d3f0155584dade1ff18cea1b17"
 dependencies = [
  "autocfg",
  "scopeguard",
@@ -1390,9 +1602,9 @@ dependencies = [
 
 [[package]]
 name = "log"
-version = "0.4.20"
+version = "0.4.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b5e6163cb8c49088c2c36f57875e58ccd8c87c7427f7fbd50ea6710b2f3f2e8f"
+checksum = "3d6ea2a48c204030ee31a7d7fc72c93294c92fe87ecb1789881c9543516e1a0d"
 
 [[package]]
 name = "matrixmultiply"
@@ -1416,9 +1628,9 @@ dependencies = [
 
 [[package]]
 name = "memchr"
-version = "2.7.1"
+version = "2.7.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "523dc4f511e55ab87b694dc30d0f820d60906ef06413f93d4d7a1385599cc149"
+checksum = "78ca9ab1a0babb1e7d5695e3530886289c18cf2f87ec19a575a0abdce112e3a3"
 
 [[package]]
 name = "memoffset"
@@ -1437,13 +1649,22 @@ checksum = "68354c5c6bd36d73ff3feceb05efa59b6acb7626617f4962be322a825e61f79a"
 
 [[package]]
 name = "miniz_oxide"
-version = "0.7.1"
+version = "0.7.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e7810e0be55b428ada41041c41f32c9f1a42817901b4ccf45fa3d4b6561e74c7"
+checksum = "b8a240ddb74feaf34a79a7add65a741f3167852fba007066dcac1ca548d89c08"
 dependencies = [
  "adler",
 ]
 
+[[package]]
+name = "miniz_oxide"
+version = "0.8.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4ffbe83022cedc1d264172192511ae958937694cd57ce297164951b8b3568394"
+dependencies = [
+ "adler2",
+]
+
 [[package]]
 name = "mio"
 version = "0.8.10"
@@ -1457,11 +1678,10 @@ dependencies = [
 
 [[package]]
 name = "native-tls"
-version = "0.2.11"
+version = "0.2.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07226173c32f2926027b63cce4bcd8076c3552846cbe7925f3aaffeac0a3b92e"
+checksum = "a8614eb2c83d59d1c8cc974dd3f920198647674a0a035e1af1fa58707e317466"
 dependencies = [
- "lazy_static",
  "libc",
  "log",
  "openssl",
@@ -1479,7 +1699,7 @@ version = "0.15.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "adb12d4e967ec485a5f71c6311fe28158e9d6f4bc4a447b474184d0f91a8fa32"
 dependencies = [
- "approx 0.4.0",
+ "approx",
  "cblas-sys",
  "libc",
  "matrixmultiply",
@@ -1531,42 +1751,17 @@ version = "7.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d273983c5a657a70a3e8f2a01329822f3b8c8172b73826411a55751e404a0a4a"
 dependencies = [
- "memchr",
- "minimal-lexical",
-]
-
-[[package]]
-name = "ntapi"
-version = "0.4.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e8a3895c6391c39d7fe7ebc444a87eb2991b2a0bc718fdabd071eec617fc68e4"
-dependencies = [
- "winapi",
-]
-
-[[package]]
-name = "num"
-version = "0.4.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b05180d69e3da0e530ba2a1dae5110317e49e3b7f3d41be227dc5f92e49ee7af"
-dependencies = [
- "num-bigint",
- "num-complex",
- "num-integer",
- "num-iter",
- "num-rational",
- "num-traits",
+ "memchr",
+ "minimal-lexical",
 ]
 
 [[package]]
-name = "num-bigint"
-version = "0.4.4"
+name = "ntapi"
+version = "0.4.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "608e7659b5c3d7cba262d894801b9ec9d00de989e8a82bd4bef91d08da45cdc0"
+checksum = "e8a3895c6391c39d7fe7ebc444a87eb2991b2a0bc718fdabd071eec617fc68e4"
 dependencies = [
- "autocfg",
- "num-integer",
- "num-traits",
+ "winapi",
 ]
 
 [[package]]
@@ -1594,29 +1789,6 @@ dependencies = [
  "num-traits",
 ]
 
-[[package]]
-name = "num-iter"
-version = "0.1.43"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7d03e6c028c5dc5cac6e2dec0efda81fc887605bb3d884578bb6d6bf7514e252"
-dependencies = [
- "autocfg",
- "num-integer",
- "num-traits",
-]
-
-[[package]]
-name = "num-rational"
-version = "0.4.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0638a1c9d0a3c0914158145bc76cff373a75a627e6ecbfb71cbe6f453a5a19b0"
-dependencies = [
- "autocfg",
- "num-bigint",
- "num-integer",
- "num-traits",
-]
-
 [[package]]
 name = "num-traits"
 version = "0.2.17"
@@ -1647,46 +1819,47 @@ dependencies = [
 
 [[package]]
 name = "once_cell"
-version = "1.19.0"
+version = "1.20.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3fdb12b2476b595f9358c5161aa467c2438859caa136dec86c26fdd2efe17b92"
+checksum = "1261fe7e33c73b354eab43b1273a57c8f967d0391e80353e51f764ac02cf6775"
 dependencies = [
  "parking_lot_core",
 ]
 
 [[package]]
 name = "openblas-build"
-version = "0.10.8"
+version = "0.10.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eba42c395477605f400a8d79ee0b756cfb82abe3eb5618e35fa70d3a36010a7f"
+checksum = "b8140c0c1afaf88d2d30c48abad86b3bdd2334d691e08f7325a960d784240647"
 dependencies = [
  "anyhow",
+ "cc",
  "flate2",
  "native-tls",
  "tar",
- "thiserror",
+ "thiserror 2.0.11",
  "ureq",
- "walkdir",
 ]
 
 [[package]]
 name = "openblas-src"
-version = "0.10.8"
+version = "0.10.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38e5d8af0b707ac2fe1574daa88b4157da73b0de3dc7c39fe3e2c0bb64070501"
+checksum = "252f22774417be65f908a20f7721a97e33a253acad4f28370408b7f1baea0629"
 dependencies = [
  "dirs",
  "openblas-build",
+ "pkg-config",
  "vcpkg",
 ]
 
 [[package]]
 name = "openssl"
-version = "0.10.62"
+version = "0.10.68"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8cde4d2d9200ad5909f8dac647e29482e07c3a35de8a13fce7c9c7747ad9f671"
+checksum = "6174bc48f102d208783c2c84bf931bb75927a617866870de8a4ea85597f871f5"
 dependencies = [
- "bitflags 2.4.1",
+ "bitflags",
  "cfg-if",
  "foreign-types",
  "libc",
@@ -1702,7 +1875,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a948666b637a0f465e8564c73e89d4dde00d72d4d473cc972f390fc3dcee7d9c"
 dependencies = [
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
 ]
 
@@ -1714,9 +1887,9 @@ checksum = "ff011a302c396a5197692431fc1948019154afc178baf7d8e37367442a4601cf"
 
 [[package]]
 name = "openssl-sys"
-version = "0.9.98"
+version = "0.9.104"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c1665caf8ab2dc9aef43d1c0023bd904633a6a05cb30b0ad59bec2ae986e57a7"
+checksum = "45abf306cbf99debc8195b66b7346498d7b10c210de50418b5ccd7ceba08c741"
 dependencies = [
  "cc",
  "libc",
@@ -1724,6 +1897,12 @@ dependencies = [
  "vcpkg",
 ]
 
+[[package]]
+name = "option-ext"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "04744f49eae99ab78e0d5c0b603ab218f515ea8cfe5a456d7629ad883a3b6e7d"
+
 [[package]]
 name = "order-stat"
 version = "0.1.3"
@@ -1742,9 +1921,9 @@ dependencies = [
 
 [[package]]
 name = "parking_lot"
-version = "0.12.1"
+version = "0.12.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3742b2c103b9f06bc9fff0a37ff4912935851bee6d36f3c02bcc755bcfec228f"
+checksum = "f1bf18183cf54e8d6059647fc3063646a1801cf30896933ec2311622cc4b9a27"
 dependencies = [
  "lock_api",
  "parking_lot_core",
@@ -1752,15 +1931,15 @@ dependencies = [
 
 [[package]]
 name = "parking_lot_core"
-version = "0.9.9"
+version = "0.9.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4c42a9226546d68acdd9c0a280d17ce19bfe27a46bf68784e4066115788d008e"
+checksum = "1e401f977ab385c9e4e3ab30627d6f26d00e2c73eef317493c4ec6d468726cf8"
 dependencies = [
  "cfg-if",
  "libc",
  "redox_syscall",
  "smallvec",
- "windows-targets 0.48.5",
+ "windows-targets 0.52.6",
 ]
 
 [[package]]
@@ -1792,7 +1971,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ae9cee2a55a544be8b89dc6848072af97a20f2422603c10865be2a42b580fff5"
 dependencies = [
  "memchr",
- "thiserror",
+ "thiserror 1.0.69",
  "ucd-trie",
 ]
 
@@ -1803,12 +1982,12 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e1d3afd2628e69da2be385eb6f2fd57c8ac7977ceeff6dc166ff1657b0e386a9"
 dependencies = [
  "fixedbitset",
- "indexmap 2.1.0",
+ "indexmap 2.7.0",
 ]
 
 [[package]]
 name = "pgml"
-version = "2.9.3"
+version = "2.10.0"
 dependencies = [
  "anyhow",
  "blas",
@@ -1817,8 +1996,8 @@ dependencies = [
  "flate2",
  "hash32 0.2.1",
  "heapless 0.7.17",
- "indexmap 2.1.0",
- "itertools 0.12.0",
+ "indexmap 2.7.0",
+ "itertools 0.12.1",
  "lightgbm",
  "linfa",
  "linfa-linear",
@@ -1839,7 +2018,7 @@ dependencies = [
  "serde_json",
  "signal-hook",
  "typetag",
- "vergen",
+ "vergen-git2",
  "xgboost",
 ]
 
@@ -1850,7 +2029,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "227bf7e162ce710994306a97bc56bb3fe305f21120ab6692e2151c48416f5c0d"
 dependencies = [
  "atomic-traits",
- "bitflags 2.4.1",
+ "bitflags",
  "bitvec",
  "enum-map",
  "heapless 0.8.0",
@@ -1863,7 +2042,7 @@ dependencies = [
  "serde",
  "serde_cbor",
  "serde_json",
- "thiserror",
+ "thiserror 1.0.69",
  "uuid",
 ]
 
@@ -1879,7 +2058,7 @@ dependencies = [
  "eyre",
  "pgrx-pg-config",
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "shlex",
  "syn 2.0.96",
  "walkdir",
@@ -1893,7 +2072,7 @@ checksum = "e2f4291450d65e4deb770ce57ea93e22353d97950566222429cd166ebdf6f938"
 dependencies = [
  "pgrx-sql-entity-graph",
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
 ]
 
@@ -1910,7 +2089,7 @@ dependencies = [
  "pathsearch",
  "serde",
  "serde_json",
- "thiserror",
+ "thiserror 1.0.69",
  "toml",
  "url",
 ]
@@ -1940,9 +2119,9 @@ dependencies = [
  "eyre",
  "petgraph",
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
- "thiserror",
+ "thiserror 1.0.69",
  "unescape",
 ]
 
@@ -1966,8 +2145,8 @@ dependencies = [
  "regex",
  "serde",
  "serde_json",
- "sysinfo",
- "thiserror",
+ "sysinfo 0.30.13",
+ "thiserror 1.0.69",
 ]
 
 [[package]]
@@ -2002,9 +2181,9 @@ checksum = "8b870d8c151b6f2fb93e84a13146138f05d02ed11c7e7c54f8826aaaf7c9f184"
 
 [[package]]
 name = "pkg-config"
-version = "0.3.28"
+version = "0.3.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "69d3587f8a9e599cc7ec2c00e331f71c4e69a5f9a4b8a6efd5b07466b9736f9a"
+checksum = "953ec861398dccce10c670dfeaf3ec4911ca479e9c02154b3a215178c5f566f2"
 
 [[package]]
 name = "portable-atomic"
@@ -2032,7 +2211,7 @@ version = "0.6.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "49b6c5ef183cd3ab4ba005f1ca64c21e8bd97ce4699cfea9e8d9a2c4958ca520"
 dependencies = [
- "base64",
+ "base64 0.21.7",
  "byteorder",
  "bytes",
  "fallible-iterator",
@@ -2094,7 +2273,7 @@ checksum = "31b476131c3c86cb68032fdc5cb6d5a1045e3e42d96b69fa599fd77701e1f5bf"
 dependencies = [
  "bit-set",
  "bit-vec",
- "bitflags 2.4.1",
+ "bitflags",
  "lazy_static",
  "num-traits",
  "rand",
@@ -2108,16 +2287,16 @@ dependencies = [
 
 [[package]]
 name = "pyo3"
-version = "0.20.3"
+version = "0.23.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "53bdbb96d49157e65d45cc287af5f32ffadd5f4761438b527b055fb0d4bb8233"
+checksum = "57fe09249128b3173d092de9523eaa75136bf7ba85e0d69eca241c7939c933cc"
 dependencies = [
  "anyhow",
  "cfg-if",
  "indoc",
  "libc",
  "memoffset",
- "parking_lot",
+ "once_cell",
  "portable-atomic",
  "pyo3-build-config",
  "pyo3-ffi",
@@ -2127,9 +2306,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-build-config"
-version = "0.20.3"
+version = "0.23.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "deaa5745de3f5231ce10517a1f5dd97d53e5a2fd77aa6b5842292085831d48d7"
+checksum = "1cd3927b5a78757a0d71aa9dff669f903b1eb64b54142a9bd9f757f8fde65fd7"
 dependencies = [
  "once_cell",
  "target-lexicon",
@@ -2137,9 +2316,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-ffi"
-version = "0.20.3"
+version = "0.23.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "62b42531d03e08d4ef1f6e85a2ed422eb678b8cd62b762e53891c05faf0d4afa"
+checksum = "dab6bb2102bd8f991e7749f130a70d05dd557613e39ed2deeee8e9ca0c4d548d"
 dependencies = [
  "libc",
  "pyo3-build-config",
@@ -2147,26 +2326,26 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros"
-version = "0.20.3"
+version = "0.23.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7305c720fa01b8055ec95e484a6eca7a83c841267f0dd5280f0c8b8551d2c158"
+checksum = "91871864b353fd5ffcb3f91f2f703a22a9797c91b9ab497b1acac7b07ae509c7"
 dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
 ]
 
 [[package]]
 name = "pyo3-macros-backend"
-version = "0.20.3"
+version = "0.23.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7c7e9b68bb9c3149c5b0cade5d07f953d6d125eb4337723c4ccdb665f1f96185"
+checksum = "43abc3b80bc20f3facd86cd3c60beed58c3e2aa26213f3cda368de39c60a27e4"
 dependencies = [
- "heck",
+ "heck 0.5.0",
  "proc-macro2",
  "pyo3-build-config",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
 ]
 
@@ -2184,9 +2363,9 @@ checksum = "7a6e920b65c65f10b2ae65c831a81a073a89edd28c7cce89475bff467ab4167a"
 
 [[package]]
 name = "quote"
-version = "1.0.35"
+version = "1.0.38"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "291ec9ab5efd934aaf503a6466c5d5251535d108ee747472c3977cc5acc868ef"
+checksum = "0e4dccaaaf89514f546c693ddc140f729f958c247918a13380cccc6078391acc"
 dependencies = [
  "proc-macro2",
 ]
@@ -2246,7 +2425,6 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d25bf25ec5ae4a3f1b92f929810509a2f53d7dca2f50b794ff57e3face536c8f"
 dependencies = [
  "rand_core",
- "serde",
 ]
 
 [[package]]
@@ -2287,29 +2465,29 @@ dependencies = [
 
 [[package]]
 name = "redox_syscall"
-version = "0.4.1"
+version = "0.5.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4722d768eff46b75989dd134e5c353f0d6296e5aaa3132e776cbdb56be7731aa"
+checksum = "03a862b389f93e68874fbf580b9de08dd02facb9a788ebadaf4a3fd33cf58834"
 dependencies = [
- "bitflags 1.3.2",
+ "bitflags",
 ]
 
 [[package]]
 name = "redox_users"
-version = "0.4.4"
+version = "0.4.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a18479200779601e498ada4e8c1e1f50e3ee19deb0259c25825a98b5603b2cb4"
+checksum = "ba009ff324d1fc1b900bd1fdb31564febe58a8ccc8a6fdbb93b543d33b13ca43"
 dependencies = [
  "getrandom",
  "libredox",
- "thiserror",
+ "thiserror 1.0.69",
 ]
 
 [[package]]
 name = "regex"
-version = "1.10.2"
+version = "1.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "380b951a9c5e80ddfd6136919eef32310721aa4aacd4889a8d39124b026ab343"
+checksum = "b544ef1b4eac5dc2db33ea63606ae9ffcfac26c1416a2806ae0bf5f56b201191"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -2319,9 +2497,9 @@ dependencies = [
 
 [[package]]
 name = "regex-automata"
-version = "0.4.3"
+version = "0.4.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5f804c7828047e88b2d32e2d7fe5a105da8ee3264f01902f796c8e067dc2483f"
+checksum = "809e8dc61f6de73b46c85f4c96486310fe304c434cfa43669d7b40f711150908"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -2330,15 +2508,15 @@ dependencies = [
 
 [[package]]
 name = "regex-syntax"
-version = "0.8.2"
+version = "0.8.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c08c74e62047bb2de4ff487b251e4a92e24f48745648451635cec7d591162d9f"
+checksum = "2b15c43186be67a4fd63bee50d0303afffcef381492ebe2c5d87f324e1b8815c"
 
 [[package]]
 name = "rmp"
-version = "0.8.12"
+version = "0.8.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7f9860a6cc38ed1da53456442089b4dfa35e7cedaa326df63017af88385e6b20"
+checksum = "228ed7c16fa39782c3b3468e974aec2795e9089153cd08ee2e9aefb3613334c4"
 dependencies = [
  "byteorder",
  "num-traits",
@@ -2347,9 +2525,9 @@ dependencies = [
 
 [[package]]
 name = "rmp-serde"
-version = "1.1.2"
+version = "1.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bffea85eea980d8a74453e5d02a8d93028f3c34725de143085a844ebe953258a"
+checksum = "52e599a477cf9840e92f2cde9a7189e67b42c57532749bf90aea6ec10facd4db"
 dependencies = [
  "byteorder",
  "rmp",
@@ -2379,52 +2557,59 @@ dependencies = [
 
 [[package]]
 name = "rustc_version"
-version = "0.4.0"
+version = "0.4.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bfa0f585226d2e68097d4f95d113b15b83a82e819ab25717ec0590d9584ef366"
+checksum = "cfcb3a22ef46e85b45de6ee7e79d063319ebb6594faafcf1c225ea92ab6e9b92"
 dependencies = [
- "semver 1.0.21",
+ "semver 1.0.24",
 ]
 
 [[package]]
 name = "rustix"
-version = "0.38.28"
+version = "0.38.43"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "72e572a5e8ca657d7366229cdde4bd14c4eb5499a9573d4d366fe1b599daa316"
+checksum = "a78891ee6bf2340288408954ac787aa063d8e8817e9f53abb37c695c6d834ef6"
 dependencies = [
- "bitflags 2.4.1",
+ "bitflags",
  "errno",
  "libc",
  "linux-raw-sys",
- "windows-sys 0.52.0",
+ "windows-sys 0.59.0",
 ]
 
 [[package]]
 name = "rustls-native-certs"
-version = "0.6.3"
+version = "0.7.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a9aace74cb666635c918e9c12bc0d348266037aa8eb599b5cba565709a8dff00"
+checksum = "e5bfb394eeed242e909609f56089eecfe5fda225042e8b171791b9c95f5931e5"
 dependencies = [
  "openssl-probe",
  "rustls-pemfile",
+ "rustls-pki-types",
  "schannel",
  "security-framework",
 ]
 
 [[package]]
 name = "rustls-pemfile"
-version = "1.0.4"
+version = "2.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1c74cae0a4cf6ccbbf5f359f08efdf8ee7e1dc532573bf0db71968cb56b1448c"
+checksum = "dce314e5fee3f39953d46bb63bb8a46d40c2f8fb7cc5a3b6cab2bde9721d6e50"
 dependencies = [
- "base64",
+ "rustls-pki-types",
 ]
 
+[[package]]
+name = "rustls-pki-types"
+version = "1.10.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d2bf47e6ff922db3825eb750c4e2ff784c6ff8fb9e13046ef6a1d1c5401b0b37"
+
 [[package]]
 name = "rustversion"
-version = "1.0.14"
+version = "1.0.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7ffc183a10b4478d04cbbbfc96d0873219d962dd5accaff2ffbd4ceb7df837f4"
+checksum = "f7c45b9784283f1b2e7fb61b42047c2fd678ef0960d4f6f1eba131594cc369d4"
 
 [[package]]
 name = "rusty-fork"
@@ -2440,9 +2625,9 @@ dependencies = [
 
 [[package]]
 name = "ryu"
-version = "1.0.16"
+version = "1.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f98d2aa92eebf49b69786be48e4477826b256916e84a57ff2a4f21923b48eb4c"
+checksum = "f3cb5ba0dc43242ce17de99c180e96db90b235b8a9fdc9543c96d2209116bd9f"
 
 [[package]]
 name = "same-file"
@@ -2455,11 +2640,11 @@ dependencies = [
 
 [[package]]
 name = "schannel"
-version = "0.1.23"
+version = "0.1.27"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fbc91545643bcf3a0bbb6569265615222618bdf33ce4ffbbd13c4bbd4c093534"
+checksum = "1f29ebaa345f945cec9fbbc532eb307f0fdad8161f281b6369539c8d84876b3d"
 dependencies = [
- "windows-sys 0.52.0",
+ "windows-sys 0.59.0",
 ]
 
 [[package]]
@@ -2476,11 +2661,11 @@ checksum = "1c107b6f4780854c8b126e228ea8869f4d7b71260f962fefb57b996b8959ba6b"
 
 [[package]]
 name = "security-framework"
-version = "2.9.2"
+version = "2.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05b64fb303737d99b81884b2c63433e9ae28abebe5eb5045dcdd175dc2ecf4de"
+checksum = "897b2245f0b511c87893af39b033e5ca9cce68824c4d7e7630b5a1d339658d02"
 dependencies = [
- "bitflags 1.3.2",
+ "bitflags",
  "core-foundation",
  "core-foundation-sys",
  "libc",
@@ -2489,9 +2674,9 @@ dependencies = [
 
 [[package]]
 name = "security-framework-sys"
-version = "2.9.1"
+version = "2.14.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e932934257d3b408ed8f30db49d85ea163bfe74961f017f405b025af298f0c7a"
+checksum = "49db231d56a190491cb4aeda9527f1ad45345af50b0851622a7adb8c03b01c32"
 dependencies = [
  "core-foundation-sys",
  "libc",
@@ -2508,9 +2693,9 @@ dependencies = [
 
 [[package]]
 name = "semver"
-version = "1.0.21"
+version = "1.0.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b97ed7a9823b74f99c7742f5336af7be5ecd3eeafcb1507d1fa93347b1d589b0"
+checksum = "3cb6eb87a131f756572d7fb904f6e7b68633f09cca868c5df1c4b8d1a694bbba"
 dependencies = [
  "serde",
 ]
@@ -2550,18 +2735,19 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5a9bf7cf98d04a2b28aead066b7496853d4779c9cc183c440dbac457641e19a0"
 dependencies = [
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
 ]
 
 [[package]]
 name = "serde_json"
-version = "1.0.110"
+version = "1.0.135"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6fbd975230bada99c8bb618e0c365c2eefa219158d5c6c29610fd09ff1833257"
+checksum = "2b0d7ba2887406110130a978386c4e1befb98c674b4fba677954e4db976630d9"
 dependencies = [
- "indexmap 2.1.0",
+ "indexmap 2.7.0",
  "itoa",
+ "memchr",
  "ryu",
  "serde",
 ]
@@ -2632,18 +2818,6 @@ version = "2.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8347046d4ebd943127157b94d63abb990fcf729dc4e9978927fdf4ac3c998d06"
 
-[[package]]
-name = "slog-async"
-version = "2.8.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "72c8038f898a2c79507940990f05386455b3a317d8f18d4caea7cbc3d5096b84"
-dependencies = [
- "crossbeam-channel",
- "slog",
- "take_mut",
- "thread_local",
-]
-
 [[package]]
 name = "slog-json"
 version = "2.6.1"
@@ -2656,24 +2830,11 @@ dependencies = [
  "time",
 ]
 
-[[package]]
-name = "slog-term"
-version = "2.9.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "87d29185c55b7b258b4f120eab00f48557d4d9bc814f41713f449d35b0f8977c"
-dependencies = [
- "atty",
- "slog",
- "term",
- "thread_local",
- "time",
-]
-
 [[package]]
 name = "smallvec"
-version = "1.11.2"
+version = "1.13.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4dccd0940a2dcdf68d092b8cbab7dc0ad8fa938bf95787e1b916b0e3d0e8e970"
+checksum = "3c5e1a9a646d36c3599cd173a41282daf47c44583ad367b8e6837255952e5c67"
 
 [[package]]
 name = "socket2"
@@ -2736,6 +2897,12 @@ version = "0.10.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "73473c0e59e6d5812c5dfe2a064a6444949f089e20eec9a2e5506596494e4623"
 
+[[package]]
+name = "strsim"
+version = "0.11.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7da8b5736845d9f2fcb837ea5d9e2628564b3b043a70948a3f0b778838c5fb4f"
+
 [[package]]
 name = "subtle"
 version = "2.5.0"
@@ -2779,7 +2946,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "72b64191b275b66ffe2469e8af2c1cfe3bafa67b529ead792a6d0160888b4237"
 dependencies = [
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "unicode-ident",
 ]
 
@@ -2790,7 +2957,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d5d0adab1ae378d7f53bdebc67a39f1f151407ef230f0ce2883572f5d8985c80"
 dependencies = [
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "unicode-ident",
 ]
 
@@ -2803,6 +2970,17 @@ dependencies = [
  "unicode-xid",
 ]
 
+[[package]]
+name = "synstructure"
+version = "0.13.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c8af7666ab7b6390ab78131fb5b0fce11d6b7a6951602017c35fa82800708971"
+dependencies = [
+ "proc-macro2",
+ "quote 1.0.38",
+ "syn 2.0.96",
+]
+
 [[package]]
 name = "sysinfo"
 version = "0.30.13"
@@ -2815,14 +2993,22 @@ dependencies = [
  "ntapi",
  "once_cell",
  "rayon",
- "windows",
+ "windows 0.52.0",
 ]
 
 [[package]]
-name = "take_mut"
-version = "0.2.2"
+name = "sysinfo"
+version = "0.33.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f764005d11ee5f36500a149ace24e00e3da98b0158b3e2d53a7495660d3f4d60"
+checksum = "4fc858248ea01b66f19d8e8a6d55f41deaf91e9d495246fd01368d99935c6c01"
+dependencies = [
+ "core-foundation-sys",
+ "libc",
+ "memchr",
+ "ntapi",
+ "rayon",
+ "windows 0.57.0",
+]
 
 [[package]]
 name = "tap"
@@ -2832,9 +3018,9 @@ checksum = "55937e1799185b12863d447f42597ed69d9928686b8d88a1df17376a097d8369"
 
 [[package]]
 name = "tar"
-version = "0.4.40"
+version = "0.4.43"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b16afcea1f22891c49a00c751c7b63b2233284064f11a200fc624137c51e2ddb"
+checksum = "c65998313f8e17d0d553d28f91a0df93e4dbbbf770279c7bc21ca0f09ea1a1f6"
 dependencies = [
  "filetime",
  "libc",
@@ -2843,62 +3029,62 @@ dependencies = [
 
 [[package]]
 name = "target-lexicon"
-version = "0.12.13"
+version = "0.12.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "69758bda2e78f098e4ccb393021a0963bb3442eac05f135c30f61b7370bbafae"
+checksum = "61c41af27dd6d1e27b1b16b489db798443478cef1f06a660c96db617ba5de3b1"
 
 [[package]]
 name = "tempfile"
-version = "3.9.0"
+version = "3.15.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "01ce4141aa927a6d1bd34a041795abd0db1cccba5d5f24b009f694bdf3a1f3fa"
+checksum = "9a8a559c81686f576e8cd0290cd2a24a2a9ad80c98b3478856500fcbd7acd704"
 dependencies = [
  "cfg-if",
  "fastrand",
- "redox_syscall",
+ "getrandom",
+ "once_cell",
  "rustix",
- "windows-sys 0.52.0",
+ "windows-sys 0.59.0",
 ]
 
 [[package]]
-name = "term"
-version = "0.7.0"
+name = "thiserror"
+version = "1.0.69"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c59df8ac95d96ff9bede18eb7300b0fda5e5d8d90960e76f8e14ae765eedbf1f"
+checksum = "b6aaf5339b578ea85b50e080feb250a3e8ae8cfcdff9a461c9ec2904bc923f52"
 dependencies = [
- "dirs-next",
- "rustversion",
- "winapi",
+ "thiserror-impl 1.0.69",
 ]
 
 [[package]]
 name = "thiserror"
-version = "1.0.56"
+version = "2.0.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d54378c645627613241d077a3a79db965db602882668f9136ac42af9ecb730ad"
+checksum = "d452f284b73e6d76dd36758a0c8684b1d5be31f92b89d07fd5822175732206fc"
 dependencies = [
- "thiserror-impl",
+ "thiserror-impl 2.0.11",
 ]
 
 [[package]]
 name = "thiserror-impl"
-version = "1.0.56"
+version = "1.0.69"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fa0faa943b50f3db30a20aa7e265dbc66076993efed8463e8de414e5d06d3471"
+checksum = "4fee6c4efc90059e10f81e6d42c60a18f76588c3d74cb83a0b242a2b6c7504c1"
 dependencies = [
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
 ]
 
 [[package]]
-name = "thread_local"
-version = "1.1.7"
+name = "thiserror-impl"
+version = "2.0.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3fdd6f064ccff2d6567adcb3873ca630700f00b5ad3f060c25b5dcfd9a4ce152"
+checksum = "26afc1baea8a989337eeb52b6e72a039780ce45c3edfcc9c5b9d112feeb173c2"
 dependencies = [
- "cfg-if",
- "once_cell",
+ "proc-macro2",
+ "quote 1.0.38",
+ "syn 2.0.96",
 ]
 
 [[package]]
@@ -2934,11 +3120,21 @@ dependencies = [
  "time-core",
 ]
 
+[[package]]
+name = "tinystr"
+version = "0.7.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9117f5d4db391c1cf6927e7bea3db74b9a1c1add8f7eda9ffd5364f40f57b82f"
+dependencies = [
+ "displaydoc",
+ "zerovec",
+]
+
 [[package]]
 name = "tinyvec"
-version = "1.6.0"
+version = "1.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "87cc5ceb3875bb20c2890005a4e226a4651264a5c75edb2421b52861a0a0cb50"
+checksum = "022db8904dfa342efe721985167e9fcd16c29b226db4397ed752a761cfce81e8"
 dependencies = [
  "tinyvec_macros",
 ]
@@ -3031,7 +3227,7 @@ version = "0.21.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d34d383cd00a163b4a5b85053df514d45bc330f6de7737edfe0a93311d1eaa03"
 dependencies = [
- "indexmap 2.1.0",
+ "indexmap 2.7.0",
  "serde",
  "serde_spanned",
  "toml_datetime",
@@ -3057,6 +3253,12 @@ dependencies = [
  "once_cell",
 ]
 
+[[package]]
+name = "typeid"
+version = "1.0.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0e13db2e0ccd5e14a544e8a246ba2312cd25223f616442d7f2cb0e3db614236e"
+
 [[package]]
 name = "typenum"
 version = "1.17.0"
@@ -3065,9 +3267,9 @@ checksum = "42ff0bf0c66b8238c6f3b578df37d0b7848e55df8577b3f74f92a69acceeb825"
 
 [[package]]
 name = "typetag"
-version = "0.2.15"
+version = "0.2.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c43148481c7b66502c48f35b8eef38b6ccdc7a9f04bd4cc294226d901ccc9bc7"
+checksum = "044fc3365ddd307c297fe0fe7b2e70588cdab4d0f62dc52055ca0d11b174cf0e"
 dependencies = [
  "erased-serde",
  "inventory",
@@ -3078,12 +3280,12 @@ dependencies = [
 
 [[package]]
 name = "typetag-impl"
-version = "0.2.15"
+version = "0.2.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "291db8a81af4840c10d636e047cac67664e343be44e24dfdbd1492df9a5d3390"
+checksum = "d9d30226ac9cbd2d1ff775f74e8febdab985dab14fb14aa2582c29a92d5555dc"
 dependencies = [
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
 ]
 
@@ -3107,21 +3309,21 @@ checksum = "ccb97dac3243214f8d8507998906ca3e2e0b900bf9bf4870477f125b82e68f6e"
 
 [[package]]
 name = "unicode-bidi"
-version = "0.3.14"
+version = "0.3.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6f2528f27a9eb2b21e69c95319b30bd0efd85d09c379741b0f78ea1d86be2416"
+checksum = "5c1cb5db39152898a79168971543b1cb5020dff7fe43c8dc468b0885f5e29df5"
 
 [[package]]
 name = "unicode-ident"
-version = "1.0.12"
+version = "1.0.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3354b9ac3fae1ff6755cb6db53683adb661634f67557942dea4facebec0fee4b"
+checksum = "adb9e6ca4f869e1180728b7950e35922a7fc6397f7b641499e8f3ef06e50dc83"
 
 [[package]]
 name = "unicode-normalization"
-version = "0.1.22"
+version = "0.1.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5c5713f0fc4b5db668a2ac63cdb7bb4469d8c9fed047b1d0292cc7b0ce2ba921"
+checksum = "5033c97c4262335cded6d6fc3e5c18ab755e1a3dc96376350f3d8e9f009ad956"
 dependencies = [
  "tinyvec",
 ]
@@ -3152,11 +3354,11 @@ checksum = "c7de7d73e1754487cb58364ee906a499937a0dfabd86bcb980fa99ec8c8fa2ce"
 
 [[package]]
 name = "ureq"
-version = "2.9.1"
+version = "2.12.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f8cdd25c339e200129fe4de81451814e5228c9b771d57378817d6117cc2b3f97"
+checksum = "02d1a66277ed75f640d608235660df48c8e3c19f3b4edb6a263315626cc3c01d"
 dependencies = [
- "base64",
+ "base64 0.22.1",
  "flate2",
  "log",
  "native-tls",
@@ -3167,15 +3369,27 @@ dependencies = [
 
 [[package]]
 name = "url"
-version = "2.5.0"
+version = "2.5.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "31e6302e3bb753d46e83516cae55ae196fc0c309407cf11ab35cc51a4c2a4633"
+checksum = "32f8b686cadd1473f4bd0117a5d28d36b1ade384ea9b5069a1c40aefed7fda60"
 dependencies = [
  "form_urlencoded",
  "idna",
  "percent-encoding",
 ]
 
+[[package]]
+name = "utf16_iter"
+version = "1.0.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c8232dd3cdaed5356e0f716d285e4b40b932ac434100fe9b7e0e8e935b9e6246"
+
+[[package]]
+name = "utf8_iter"
+version = "1.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b6c140620e7ffbb22c2dee59cafe6084a59b5ffc27a8859a5f0d494b5d52b6be"
+
 [[package]]
 name = "uuid"
 version = "1.6.1"
@@ -3193,13 +3407,45 @@ checksum = "accd4ea62f7bb7a82fe23066fb0957d48ef677f6eeb8215f372f52e48bb32426"
 
 [[package]]
 name = "vergen"
-version = "8.2.6"
+version = "9.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e0d2f179f8075b805a43a2a21728a46f0cc2921b3c58695b28fa8817e103cd9a"
+dependencies = [
+ "anyhow",
+ "cargo_metadata 0.19.1",
+ "derive_builder 0.20.2",
+ "regex",
+ "rustc_version 0.4.1",
+ "rustversion",
+ "sysinfo 0.33.1",
+ "time",
+ "vergen-lib",
+]
+
+[[package]]
+name = "vergen-git2"
+version = "1.0.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1290fd64cc4e7d3c9b07d7f333ce0ce0007253e32870e632624835cc80b83939"
+checksum = "d86bae87104cb2790cdee615c2bb54729804d307191732ab27b1c5357ea6ddc5"
 dependencies = [
  "anyhow",
+ "derive_builder 0.20.2",
+ "git2",
  "rustversion",
  "time",
+ "vergen",
+ "vergen-lib",
+]
+
+[[package]]
+name = "vergen-lib"
+version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9b07e6010c0f3e59fcb164e0163834597da68d1f864e2b8ca49f74de01e9c166"
+dependencies = [
+ "anyhow",
+ "derive_builder 0.20.2",
+ "rustversion",
 ]
 
 [[package]]
@@ -3219,9 +3465,9 @@ dependencies = [
 
 [[package]]
 name = "walkdir"
-version = "2.4.0"
+version = "2.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d71d857dc86794ca4c280d616f7da00d2dbfd8cd788846559a6813e6aa4b54ee"
+checksum = "29790946404f91d9c5d06f9874efddea1dc06c5efe94541a7d6863108e3a5e4b"
 dependencies = [
  "same-file",
  "winapi-util",
@@ -3253,7 +3499,7 @@ dependencies = [
  "log",
  "once_cell",
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
  "wasm-bindgen-shared",
 ]
@@ -3264,7 +3510,7 @@ version = "0.2.89"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0162dbf37223cd2afce98f3d0785506dcb8d266223983e4b5b525859e6e182b2"
 dependencies = [
- "quote 1.0.35",
+ "quote 1.0.38",
  "wasm-bindgen-macro-support",
 ]
 
@@ -3275,7 +3521,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f0eb82fcb7930ae6219a7ecfd55b217f5f0893484b7a13022ebb2b2bf20b5283"
 dependencies = [
  "proc-macro2",
- "quote 1.0.35",
+ "quote 1.0.38",
  "syn 2.0.96",
  "wasm-bindgen-backend",
  "wasm-bindgen-shared",
@@ -3337,11 +3583,11 @@ checksum = "ac3b87c63620426dd9b991e5ce0329eff545bccbbb34f3be09ff6fb6ab51b7b6"
 
 [[package]]
 name = "winapi-util"
-version = "0.1.6"
+version = "0.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f29e6f9198ba0d26b4c9f07dbe6f9ed633e1f3d5b8b414090084349e46a52596"
+checksum = "cf221c93e13a30d793f7645a0e7762c55d169dbb0a49671918a2319d289b10bb"
 dependencies = [
- "winapi",
+ "windows-sys 0.59.0",
 ]
 
 [[package]]
@@ -3356,8 +3602,18 @@ version = "0.52.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e48a53791691ab099e5e2ad123536d0fff50652600abaf43bbf952894110d0be"
 dependencies = [
- "windows-core",
- "windows-targets 0.52.0",
+ "windows-core 0.52.0",
+ "windows-targets 0.52.6",
+]
+
+[[package]]
+name = "windows"
+version = "0.57.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "12342cb4d8e3b046f3d80effd474a7a02447231330ef77d71daa6fbc40681143"
+dependencies = [
+ "windows-core 0.57.0",
+ "windows-targets 0.52.6",
 ]
 
 [[package]]
@@ -3366,7 +3622,50 @@ version = "0.52.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "33ab640c8d7e35bf8ba19b884ba838ceb4fba93a4e8c65a9059d08afcfc683d9"
 dependencies = [
- "windows-targets 0.52.0",
+ "windows-targets 0.52.6",
+]
+
+[[package]]
+name = "windows-core"
+version = "0.57.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d2ed2439a290666cd67ecce2b0ffaad89c2a56b976b736e6ece670297897832d"
+dependencies = [
+ "windows-implement",
+ "windows-interface",
+ "windows-result",
+ "windows-targets 0.52.6",
+]
+
+[[package]]
+name = "windows-implement"
+version = "0.57.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9107ddc059d5b6fbfbffdfa7a7fe3e22a226def0b2608f72e9d552763d3e1ad7"
+dependencies = [
+ "proc-macro2",
+ "quote 1.0.38",
+ "syn 2.0.96",
+]
+
+[[package]]
+name = "windows-interface"
+version = "0.57.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "29bee4b38ea3cde66011baa44dba677c432a78593e202392d1e9070cf2a7fca7"
+dependencies = [
+ "proc-macro2",
+ "quote 1.0.38",
+ "syn 2.0.96",
+]
+
+[[package]]
+name = "windows-result"
+version = "0.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5e383302e8ec8515204254685643de10811af0ed97ea37210dc26fb0032647f8"
+dependencies = [
+ "windows-targets 0.52.6",
 ]
 
 [[package]]
@@ -3384,7 +3683,16 @@ version = "0.52.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "282be5f36a8ce781fad8c8ae18fa3f9beff57ec1b52cb3de0789201425d9a33d"
 dependencies = [
- "windows-targets 0.52.0",
+ "windows-targets 0.52.6",
+]
+
+[[package]]
+name = "windows-sys"
+version = "0.59.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1e38bc4d79ed67fd075bcc251a1c39b32a1776bbe92e5bef1f0bf1f8c531853b"
+dependencies = [
+ "windows-targets 0.52.6",
 ]
 
 [[package]]
@@ -3404,17 +3712,18 @@ dependencies = [
 
 [[package]]
 name = "windows-targets"
-version = "0.52.0"
+version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8a18201040b24831fbb9e4eb208f8892e1f50a37feb53cc7ff887feb8f50e7cd"
+checksum = "9b724f72796e036ab90c1021d4780d4d3d648aca59e491e6b98e725b84e99973"
 dependencies = [
- "windows_aarch64_gnullvm 0.52.0",
- "windows_aarch64_msvc 0.52.0",
- "windows_i686_gnu 0.52.0",
- "windows_i686_msvc 0.52.0",
- "windows_x86_64_gnu 0.52.0",
- "windows_x86_64_gnullvm 0.52.0",
- "windows_x86_64_msvc 0.52.0",
+ "windows_aarch64_gnullvm 0.52.6",
+ "windows_aarch64_msvc 0.52.6",
+ "windows_i686_gnu 0.52.6",
+ "windows_i686_gnullvm",
+ "windows_i686_msvc 0.52.6",
+ "windows_x86_64_gnu 0.52.6",
+ "windows_x86_64_gnullvm 0.52.6",
+ "windows_x86_64_msvc 0.52.6",
 ]
 
 [[package]]
@@ -3425,9 +3734,9 @@ checksum = "2b38e32f0abccf9987a4e3079dfb67dcd799fb61361e53e2882c3cbaf0d905d8"
 
 [[package]]
 name = "windows_aarch64_gnullvm"
-version = "0.52.0"
+version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cb7764e35d4db8a7921e09562a0304bf2f93e0a51bfccee0bd0bb0b666b015ea"
+checksum = "32a4622180e7a0ec044bb555404c800bc9fd9ec262ec147edd5989ccd0c02cd3"
 
 [[package]]
 name = "windows_aarch64_msvc"
@@ -3437,9 +3746,9 @@ checksum = "dc35310971f3b2dbbf3f0690a219f40e2d9afcf64f9ab7cc1be722937c26b4bc"
 
 [[package]]
 name = "windows_aarch64_msvc"
-version = "0.52.0"
+version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bbaa0368d4f1d2aaefc55b6fcfee13f41544ddf36801e793edbbfd7d7df075ef"
+checksum = "09ec2a7bb152e2252b53fa7803150007879548bc709c039df7627cabbd05d469"
 
 [[package]]
 name = "windows_i686_gnu"
@@ -3449,9 +3758,15 @@ checksum = "a75915e7def60c94dcef72200b9a8e58e5091744960da64ec734a6c6e9b3743e"
 
 [[package]]
 name = "windows_i686_gnu"
-version = "0.52.0"
+version = "0.52.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e9b5ad5ab802e97eb8e295ac6720e509ee4c243f69d781394014ebfe8bbfa0b"
+
+[[package]]
+name = "windows_i686_gnullvm"
+version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a28637cb1fa3560a16915793afb20081aba2c92ee8af57b4d5f28e4b3e7df313"
+checksum = "0eee52d38c090b3caa76c563b86c3a4bd71ef1a819287c19d586d7334ae8ed66"
 
 [[package]]
 name = "windows_i686_msvc"
@@ -3461,9 +3776,9 @@ checksum = "8f55c233f70c4b27f66c523580f78f1004e8b5a8b659e05a4eb49d4166cca406"
 
 [[package]]
 name = "windows_i686_msvc"
-version = "0.52.0"
+version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ffe5e8e31046ce6230cc7215707b816e339ff4d4d67c65dffa206fd0f7aa7b9a"
+checksum = "240948bc05c5e7c6dabba28bf89d89ffce3e303022809e73deaefe4f6ec56c66"
 
 [[package]]
 name = "windows_x86_64_gnu"
@@ -3473,9 +3788,9 @@ checksum = "53d40abd2583d23e4718fddf1ebec84dbff8381c07cae67ff7768bbf19c6718e"
 
 [[package]]
 name = "windows_x86_64_gnu"
-version = "0.52.0"
+version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3d6fa32db2bc4a2f5abeacf2b69f7992cd09dca97498da74a151a3132c26befd"
+checksum = "147a5c80aabfbf0c7d901cb5895d1de30ef2907eb21fbbab29ca94c5b08b1a78"
 
 [[package]]
 name = "windows_x86_64_gnullvm"
@@ -3485,9 +3800,9 @@ checksum = "0b7b52767868a23d5bab768e390dc5f5c55825b6d30b86c844ff2dc7414044cc"
 
 [[package]]
 name = "windows_x86_64_gnullvm"
-version = "0.52.0"
+version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1a657e1e9d3f514745a572a6846d3c7aa7dbe1658c056ed9c3344c4109a6949e"
+checksum = "24d5b23dc417412679681396f2b49f3de8c1473deb516bd34410872eff51ed0d"
 
 [[package]]
 name = "windows_x86_64_msvc"
@@ -3497,9 +3812,9 @@ checksum = "ed94fce61571a4006852b7389a063ab983c02eb1bb37b47f8272ce92d06d9538"
 
 [[package]]
 name = "windows_x86_64_msvc"
-version = "0.52.0"
+version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dff9641d1cd4be8d1a070daf9e3773c5f67e78b4d9d42263020c057706765c04"
+checksum = "589f6da84c646204747d1270a2a5661ea66ed1cced2631d546fdfb155959f9ec"
 
 [[package]]
 name = "winnow"
@@ -3510,6 +3825,18 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "write16"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d1890f4022759daae28ed4fe62859b1236caebfc61ede2f63ed4e695f3f6d936"
+
+[[package]]
+name = "writeable"
+version = "0.5.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1e9df38ee2d2c3c5948ea468a8406ff0db0b29ae1ffde1bcf20ef305bcc95c51"
+
 [[package]]
 name = "wyz"
 version = "0.5.1"
@@ -3521,9 +3848,9 @@ dependencies = [
 
 [[package]]
 name = "xattr"
-version = "1.2.0"
+version = "1.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "914566e6413e7fa959cc394fb30e563ba80f3541fbd40816d4c05a0fc3f2a0f1"
+checksum = "e105d177a3871454f754b33bb0ee637ecaaac997446375fd3e5d43a2ed00c909"
 dependencies = [
  "libc",
  "linux-raw-sys",
@@ -3536,7 +3863,7 @@ version = "0.2.0"
 source = "git+https://github.com/postgresml/rust-xgboost?branch=master#747631d5e50dcc9553f2a66988627f4ddec5b180"
 dependencies = [
  "derive_builder 0.12.0",
- "indexmap 2.1.0",
+ "indexmap 2.7.0",
  "libc",
  "log",
  "tempfile",
@@ -3561,3 +3888,70 @@ checksum = "fe5c30ade05e61656247b2e334a031dfd0cc466fadef865bdcdea8d537951bf1"
 dependencies = [
  "winapi",
 ]
+
+[[package]]
+name = "yoke"
+version = "0.7.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "120e6aef9aa629e3d4f52dc8cc43a015c7724194c97dfaf45180d2daf2b77f40"
+dependencies = [
+ "serde",
+ "stable_deref_trait",
+ "yoke-derive",
+ "zerofrom",
+]
+
+[[package]]
+name = "yoke-derive"
+version = "0.7.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2380878cad4ac9aac1e2435f3eb4020e8374b5f13c296cb75b4620ff8e229154"
+dependencies = [
+ "proc-macro2",
+ "quote 1.0.38",
+ "syn 2.0.96",
+ "synstructure",
+]
+
+[[package]]
+name = "zerofrom"
+version = "0.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cff3ee08c995dee1859d998dea82f7374f2826091dd9cd47def953cae446cd2e"
+dependencies = [
+ "zerofrom-derive",
+]
+
+[[package]]
+name = "zerofrom-derive"
+version = "0.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "595eed982f7d355beb85837f651fa22e90b3c044842dc7f2c2842c086f295808"
+dependencies = [
+ "proc-macro2",
+ "quote 1.0.38",
+ "syn 2.0.96",
+ "synstructure",
+]
+
+[[package]]
+name = "zerovec"
+version = "0.10.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "aa2b893d79df23bfb12d5461018d408ea19dfafe76c2c7ef6d4eba614f8ff079"
+dependencies = [
+ "yoke",
+ "zerofrom",
+ "zerovec-derive",
+]
+
+[[package]]
+name = "zerovec-derive"
+version = "0.10.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6eafa6dfb17584ea3e2bd6e76e0cc15ad7af12b09abdd1ca55961bed9b1063c6"
+dependencies = [
+ "proc-macro2",
+ "quote 1.0.38",
+ "syn 2.0.96",
+]
diff --git a/pgml-extension/Cargo.toml b/pgml-extension/Cargo.toml
index d5644c41c..673a4d907 100644
--- a/pgml-extension/Cargo.toml
+++ b/pgml-extension/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "pgml"
-version = "2.9.3"
+version = "2.10.0"
 edition = "2021"
 
 [lib]
@@ -25,31 +25,29 @@ cuda = ["xgboost/cuda", "lightgbm/cuda"]
 
 [dependencies]
 anyhow = { version = "1.0" }
-csv = "1.2"
+csv = "1.3"
 flate2 = "1.0"
 blas = { version = "0.22" }
-blas-src = { version = "0.9", features = ["openblas"] }
-indexmap = { version = "2.1", features = ["serde"] }
+blas-src = { version = "0.10", features = ["openblas"] }
+indexmap = { version = "2.7", features = ["serde"] }
 itertools = "0.12"
 hash32 = { version = "=0.2.1" }
 heapless = "0.7"
 lightgbm = { git = "https://github.com/postgresml/lightgbm-rs", branch = "main" }
-linfa = { path = "deps/linfa" }
-linfa-linear = { path = "deps/linfa/algorithms/linfa-linear", features = [
-    "serde",
-] }
-linfa-logistic = { path = "deps/linfa/algorithms/linfa-logistic" }
-linfa-svm = { path = "deps/linfa/algorithms/linfa-svm", features = ["serde"] }
-once_cell = { version = "1", features = ["parking_lot"] }
+linfa = { git = "https://github.com/postgresml/linfa", branch = "master" }
+linfa-linear = { git = "https://github.com/postgresml/linfa", branch = "master", features = ["serde"] }
+linfa-logistic = { git = "https://github.com/postgresml/linfa", branch = "master", features = ["serde"] }
+linfa-svm = { git = "https://github.com/postgresml/linfa", branch = "master", features = ["serde"] }
+once_cell = { version = "1.20", features = ["parking_lot"] }
 openblas-src = { version = "0.10", features = ["cblas", "system"] }
-ndarray = { version = "0.15.6", features = ["serde", "blas"] }
-ndarray-stats = "0.5.1"
+ndarray = { version = "0.15", features = ["serde", "blas"] }
+ndarray-stats = "0.5"
 parking_lot = "0.12"
 pgrx = "=0.12.9"
 pgrx-pg-sys = "=0.12.9"
-pyo3 = { version = "0.20.0", features = ["anyhow", "auto-initialize"], optional = true }
+pyo3 = { version = "0.23", features = ["anyhow", "auto-initialize"], optional = true }
 rand = "0.8"
-rmp-serde = { version = "1.1" }
+rmp-serde = { version = "1.3" }
 signal-hook = "0.3"
 serde = { version = "1.0" }
 serde_json = { version = "1.0", features = ["preserve_order"] }
@@ -60,7 +58,8 @@ xgboost = { git = "https://github.com/postgresml/rust-xgboost", branch = "master
 pgrx-tests = "=0.12.9"
 
 [build-dependencies]
-vergen = { version = "8", features = ["build", "git", "gitcl"] }
+anyhow = { version = "1.0" }
+vergen-git2 = { version = "1.0", features = ["build", "cargo", "rustc", "si"] }
 
 [profile.dev]
 panic = "unwind"
diff --git a/pgml-extension/build.rs b/pgml-extension/build.rs
index 9deb37eda..cd4ca6041 100644
--- a/pgml-extension/build.rs
+++ b/pgml-extension/build.rs
@@ -1,4 +1,9 @@
-fn main() {
+use anyhow::Result;
+use vergen_git2::{
+    BuildBuilder, CargoBuilder, Emitter, Git2Builder, RustcBuilder, SysinfoBuilder,
+};
+
+fn main() -> Result<()> {
     println!("cargo::rustc-check-cfg=cfg(pgrx_embed)");
 
     #[cfg(target_os = "macos")]
@@ -19,5 +24,11 @@ fn main() {
         std::env::current_dir().unwrap().to_string_lossy(),
     );
 
-    vergen::EmitBuilder::builder().all_git().emit().unwrap();
+    Emitter::default()
+        .add_instructions(&BuildBuilder::all_build()?)?
+        .add_instructions(&CargoBuilder::all_cargo()?)?
+        .add_instructions(&Git2Builder::all_git()?)?
+        .add_instructions(&RustcBuilder::all_rustc()?)?
+        .add_instructions(&SysinfoBuilder::all_sysinfo()?)?
+        .emit()
 }
diff --git a/pgml-extension/deps/linfa b/pgml-extension/deps/linfa
deleted file mode 160000
index ef0a23a9e..000000000
--- a/pgml-extension/deps/linfa
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit ef0a23a9ec7cca1295a7fc963161c730bfb158a3
diff --git a/pgml-extension/examples/transformers.sql b/pgml-extension/examples/transformers.sql
index 3c2cde99f..d6d96c721 100644
--- a/pgml-extension/examples/transformers.sql
+++ b/pgml-extension/examples/transformers.sql
@@ -2,9 +2,9 @@
 -- \set ON_ERROR_STOP true
 \timing on
 
-SELECT pgml.embed('Alibaba-NLP/gte-base-en-v1.5', 'hi mom');
-SELECT pgml.embed('Alibaba-NLP/gte-base-en-v1.5', 'hi mom', '{"device": "cuda"}');
-SELECT pgml.embed('Alibaba-NLP/gte-base-en-v1.5', 'hi mom', '{"device": "cpu"}');
+SELECT pgml.embed('Alibaba-NLP/gte-base-en-v1.5', 'hi mom', '{"trust_remote_code": true }');
+SELECT pgml.embed('Alibaba-NLP/gte-base-en-v1.5', 'hi mom', '{"trust_remote_code": true, "device": "cuda"}');
+SELECT pgml.embed('Alibaba-NLP/gte-base-en-v1.5', 'hi mom', '{"trust_remote_code": true, "device": "cpu"}');
 SELECT pgml.embed('hkunlp/instructor-xl', 'hi mom', '{"instruction": "Encode it with love"}');
 SELECT pgml.embed('mixedbread-ai/mxbai-embed-large-v1', 'test', '{"prompt": "test prompt: "}');
 
@@ -12,14 +12,15 @@ SELECT pgml.transform(
   task   => '{
     "task": "text-generation",
     "model": "meta-llama/Meta-Llama-3.1-8B-Instruct",
-    "token": "hf_123",
-    "trust_remote_code": true
+    "token": "hf_123"
   }'::JSONB,
   inputs => ARRAY['AI is going to'],
   args   => '{
-    "max_new_tokens": 100
+    "max_new_tokens": 100,
+    "trust_remote_code": true
   }'::JSONB
 );
+
 -- BitsAndBytes support
 SELECT pgml.transform(
     task => '{
@@ -63,8 +64,7 @@ SELECT pgml.transform(
 SELECT pgml.transform(
     task => '{
       "task": "text-generation",
-      "model": "mlabonne/gpt2-GPTQ-4bit",
-      "use_triton": true
+      "model": "Qwen/Qwen2.5-7B-Instruct-GPTQ-Int8"
     }'::JSONB,
     inputs => ARRAY[
         'Once upon a time,',
diff --git a/pgml-extension/requirements.linux.txt b/pgml-extension/requirements.linux.txt
index 0e9089071..4a52d3150 100644
--- a/pgml-extension/requirements.linux.txt
+++ b/pgml-extension/requirements.linux.txt
@@ -1,166 +1,198 @@
-accelerate==0.33.0
-aiohttp==3.9.5
-aiosignal==1.3.1
+accelerate==1.2.1
+aiohappyeyeballs==2.4.4
+aiohttp==3.11.11
+aiohttp-cors==0.7.0
+aiosignal==1.3.2
+airportsdata==20241001
 annotated-types==0.7.0
-anyio==4.4.0
-async-timeout==4.0.3
-attrs==23.2.0
+anyio==4.8.0
+astor==0.8.1
+attrs==24.3.0
 auto_gptq==0.7.1
-bitsandbytes==0.43.2
-catboost==1.2.5
-certifi==2024.7.4
-charset-normalizer==3.3.2
-click==8.1.7
-cloudpickle==3.0.0
-cmake==3.30.1
+bitsandbytes==0.45.0
+blake3==1.0.2
+cachetools==5.5.0
+catboost==1.2.7
+certifi==2024.12.14
+charset-normalizer==3.4.1
+click==8.1.8
+cloudpickle==3.1.1
 colorama==0.4.6
-contourpy==1.2.1
+coloredlogs==15.0.1
+colorful==0.5.6
+compressed-tensors==0.8.1
+contourpy==1.3.1
 ctransformers==0.2.27
 cycler==0.12.1
-datasets==2.16.1
-deepspeed==0.14.4
-dill==0.3.7
+datasets==3.2.0
+deepspeed==0.16.2
+depyf==0.18.0
+dill==0.3.8
 diskcache==5.6.3
+distlib==0.3.9
 distro==1.9.0
-dnspython==2.6.1
-docstring_parser==0.16
 einops==0.8.0
-email_validator==2.2.0
-evaluate==0.4.2
-exceptiongroup==1.2.2
-fastapi==0.111.1
-fastapi-cli==0.0.4
-filelock==3.15.4
-fonttools==4.53.1
-frozenlist==1.4.1
-fsspec==2023.10.0
+evaluate==0.4.3
+fastapi==0.115.6
+filelock==3.16.1
+fonttools==4.55.3
+frozenlist==1.5.0
+fsspec==2024.9.0
 gekko==1.2.1
+gguf==0.10.0
+google-api-core==2.24.0
+google-auth==2.37.0
+googleapis-common-protos==1.66.0
 graphviz==0.20.3
-greenlet==3.0.3
+greenlet==3.1.1
+grpcio==1.69.0
 h11==0.14.0
 hjson==3.1.0
-httpcore==1.0.5
-httptools==0.6.1
-httpx==0.27.0
-huggingface-hub==0.24.1
-idna==3.7
+httpcore==1.0.7
+httptools==0.6.4
+httpx==0.28.1
+huggingface-hub==0.27.1
+humanfriendly==10.0
+idna==3.10
+importlib_metadata==8.5.0
+iniconfig==2.0.0
 interegular==0.3.3
-Jinja2==3.1.4
+Jinja2==3.1.5
+jiter==0.8.2
 joblib==1.4.2
 jsonpatch==1.33
 jsonpointer==3.0.0
 jsonschema==4.23.0
-jsonschema-specifications==2023.12.1
-kiwisolver==1.4.5
-langchain==0.2.11
-langchain-core==0.2.23
-langchain-text-splitters==0.2.2
-langsmith==0.1.93
-lark==1.1.9
-lightgbm==4.4.0
-llvmlite==0.43.0
-lm-format-enforcer==0.10.3
-lxml==5.2.2
+jsonschema-specifications==2024.10.1
+kiwisolver==1.4.8
+langchain==0.3.14
+langchain-core==0.3.29
+langchain-text-splitters==0.3.5
+langsmith==0.2.10
+lark==1.2.2
+lightgbm==4.5.0
+linkify-it-py==2.0.3
+lm-format-enforcer==0.10.9
+lxml==5.3.0
 markdown-it-py==3.0.0
-MarkupSafe==2.1.5
-matplotlib==3.9.1
+MarkupSafe==3.0.2
+matplotlib==3.10.0
+mdit-py-plugins==0.4.2
 mdurl==0.1.2
+memray==1.15.0
+mistral_common==1.5.1
 mpmath==1.3.0
-msgpack==1.0.8
-multidict==6.0.5
-multiprocess==0.70.15
+msgpack==1.1.0
+msgspec==0.19.0
+multidict==6.1.0
+multiprocess==0.70.16
 nest-asyncio==1.6.0
-networkx==3.3
-ninja==1.11.1.1
-numba==0.60.0
+networkx==3.4.2
+ninja==1.11.1.3
 numpy==1.26.4
-nvidia-cublas-cu12==12.1.3.1
-nvidia-cuda-cupti-cu12==12.1.105
-nvidia-cuda-nvrtc-cu12==12.1.105
-nvidia-cuda-runtime-cu12==12.1.105
-nvidia-cudnn-cu12==8.9.2.26
-nvidia-cufft-cu12==11.0.2.54
-nvidia-curand-cu12==10.3.2.106
-nvidia-cusolver-cu12==11.4.5.107
-nvidia-cusparse-cu12==12.1.0.106
-nvidia-ml-py==12.555.43
-nvidia-nccl-cu12==2.20.5
-nvidia-nvjitlink-cu12==12.5.82
-nvidia-nvtx-cu12==12.1.105
-openai==1.37.0
-orjson==3.10.6
-outlines==0.0.46
-packaging==24.1
-pandas==2.2.2
-peft==0.11.1
+nvidia-cublas-cu12==12.4.5.8
+nvidia-cuda-cupti-cu12==12.4.127
+nvidia-cuda-nvrtc-cu12==12.4.127
+nvidia-cuda-runtime-cu12==12.4.127
+nvidia-cudnn-cu12==9.1.0.70
+nvidia-cufft-cu12==11.2.1.3
+nvidia-curand-cu12==10.3.5.147
+nvidia-cusolver-cu12==11.6.1.9
+nvidia-cusparse-cu12==12.3.1.170
+nvidia-ml-py==12.560.30
+nvidia-nccl-cu12==2.21.5
+nvidia-nvjitlink-cu12==12.4.127
+nvidia-nvtx-cu12==12.4.127
+openai==1.59.7
+opencensus==0.11.4
+opencensus-context==0.1.3
+opencv-python-headless==4.10.0.84
+optimum==1.23.3
+orjson==3.10.14
+outlines==0.1.11
+outlines_core==0.1.26
+packaging==24.2
+pandas==2.2.3
+partial-json-parser==0.2.1.1.post5
+peft==0.14.0
 pillow==10.4.0
-plotly==5.23.0
-portalocker==2.10.1
-prometheus-fastapi-instrumentator==7.0.0
-prometheus_client==0.20.0
-protobuf==5.27.2
-psutil==6.0.0
+platformdirs==4.3.6
+plotly==5.24.1
+pluggy==1.5.0
+portalocker==3.1.1
+prometheus-fastapi-instrumentator==7.0.2
+prometheus_client==0.21.1
+propcache==0.2.1
+proto-plus==1.25.0
+protobuf==5.29.3
+psutil==6.1.1
 py-cpuinfo==9.0.0
-pyairports==2.1.1
-pyarrow==11.0.0
-pyarrow-hotfix==0.6
+py-spy==0.4.0
+pyarrow==18.1.0
+pyasn1==0.6.1
+pyasn1_modules==0.4.1
+pybind11==2.13.6
 pycountry==24.6.1
-pydantic==2.8.2
-pydantic_core==2.20.1
-Pygments==2.18.0
-pyparsing==3.1.2
+pydantic==2.10.5
+pydantic_core==2.27.2
+Pygments==2.19.1
+pyparsing==3.2.1
+pytest==8.3.4
 python-dateutil==2.9.0.post0
 python-dotenv==1.0.1
-python-multipart==0.0.9
-pytz==2024.1
-PyYAML==6.0.1
-pyzmq==26.0.3
-ray==2.32.0
+pytz==2024.2
+PyYAML==6.0.2
+pyzmq==26.2.0
+ray==2.40.0
 referencing==0.35.1
-regex==2024.5.15
+regex==2024.11.6
 requests==2.32.3
-rich==13.7.1
+requests-toolbelt==1.0.0
+rich==13.9.4
 rouge==1.0.1
-rpds-py==0.19.0
-sacrebleu==2.4.2
+rpds-py==0.22.3
+rsa==4.9
+sacrebleu==2.5.1
 sacremoses==0.1.1
-safetensors==0.4.3
-scikit-learn==1.5.1
-scipy==1.14.0
-sentence-transformers==3.0.1
+safetensors==0.5.2
+scikit-learn==1.6.1
+scipy==1.15.1
+sentence-transformers==3.3.1
 sentencepiece==0.2.0
-shellingham==1.5.4
-shtab==1.7.1
-six==1.16.0
+six==1.17.0
+smart-open==7.1.0
 sniffio==1.3.1
-SQLAlchemy==2.0.31
-starlette==0.37.2
+SQLAlchemy==2.0.37
+starlette==0.41.3
 sympy==1.13.1
 tabulate==0.9.0
-tenacity==8.5.0
+tenacity==9.0.0
+textual==1.0.0
 threadpoolctl==3.5.0
 tiktoken==0.7.0
-tokenizers==0.19.1
-torch==2.3.1
-torchaudio==2.3.1
-torchvision==0.18.1
-tqdm==4.66.4
-transformers==4.43.1
+tokenizers==0.21.0
+torch==2.5.1
+torchaudio==2.5.1
+torchvision==0.20.1
+tqdm==4.67.1
+transformers==4.48.0
 transformers-stream-generator==0.0.5
-triton==2.3.1
-trl==0.9.6
-typer==0.12.3
+triton==3.1.0
+trl==0.13.0
 typing_extensions==4.12.2
-tyro==0.8.5
-tzdata==2024.1
-urllib3==2.2.2
-uvicorn==0.30.3
-uvloop==0.19.0
-vllm==0.5.3.post1
-vllm-flash-attn==2.5.9.post1
-watchfiles==0.22.0
-websockets==12.0
-xformers==0.0.27
-xgboost==2.1.0
-xxhash==3.4.1
-yarl==1.9.4
+tzdata==2024.2
+uc-micro-py==1.0.3
+urllib3==2.3.0
+uvicorn==0.34.0
+uvloop==0.21.0
+virtualenv==20.28.1
+vllm==0.6.6.post1
+watchfiles==1.0.4
+websockets==14.1
+wrapt==1.17.2
+xformers==0.0.28.post3
+xgboost==2.1.3
+xgrammar==0.1.9
+xxhash==3.5.0
+yarl==1.18.3
+zipp==3.21.0
diff --git a/pgml-extension/requirements.py312.txt b/pgml-extension/requirements.py312.txt
deleted file mode 100644
index 36f5bf0eb..000000000
--- a/pgml-extension/requirements.py312.txt
+++ /dev/null
@@ -1,97 +0,0 @@
-accelerate==0.30.1
-aiohttp==3.9.5
-aiosignal==1.3.1
-annotated-types==0.6.0
-attrs==23.2.0
-certifi==2024.2.2
-charset-normalizer==3.3.2
-colorama==0.4.6
-dataclasses-json==0.6.6
-datasets==2.19.1
-dill==0.3.8
-docstring_parser==0.16
-evaluate==0.4.2
-filelock==3.14.0
-frozenlist==1.4.1
-fsspec==2024.3.1
-greenlet==3.0.3
-huggingface-hub==0.23.0
-idna==3.7
-Jinja2==3.1.4
-joblib==1.4.2
-jsonpatch==1.33
-jsonpointer==2.4
-langchain==0.1.20
-langchain-community==0.0.38
-langchain-core==0.1.52
-langchain-text-splitters==0.0.2
-langsmith==0.1.59
-lightgbm==4.3.0
-lxml==5.2.2
-markdown-it-py==3.0.0
-MarkupSafe==2.1.5
-marshmallow==3.21.2
-mdurl==0.1.2
-mpmath==1.3.0
-multidict==6.0.5
-multiprocess==0.70.16
-mypy-extensions==1.0.0
-networkx==3.3
-numpy==1.26.4
-nvidia-cublas-cu12==12.1.3.1
-nvidia-cuda-cupti-cu12==12.1.105
-nvidia-cuda-nvrtc-cu12==12.1.105
-nvidia-cuda-runtime-cu12==12.1.105
-nvidia-cudnn-cu12==8.9.2.26
-nvidia-cufft-cu12==11.0.2.54
-nvidia-curand-cu12==10.3.2.106
-nvidia-cusolver-cu12==11.4.5.107
-nvidia-cusparse-cu12==12.1.0.106
-nvidia-nccl-cu12==2.20.5
-nvidia-nvjitlink-cu12==12.4.127
-nvidia-nvtx-cu12==12.1.105
-orjson==3.10.3
-packaging==23.2
-pandas==2.2.2
-peft==0.11.0
-pillow==10.3.0
-portalocker==2.8.2
-psutil==5.9.8
-pyarrow==16.1.0
-pyarrow-hotfix==0.6
-pydantic==2.7.1
-pydantic_core==2.18.2
-Pygments==2.18.0
-python-dateutil==2.9.0.post0
-pytz==2024.1
-PyYAML==6.0.1
-regex==2024.5.15
-requests==2.31.0
-rich==13.7.1
-rouge==1.0.1
-sacrebleu==2.4.2
-safetensors==0.4.3
-scikit-learn==1.4.2
-scipy==1.13.0
-sentence-transformers==2.7.0
-setuptools==69.5.1
-shtab==1.7.1
-six==1.16.0
-SQLAlchemy==2.0.30
-sympy==1.12
-tabulate==0.9.0
-tenacity==8.3.0
-threadpoolctl==3.5.0
-tokenizers==0.19.1
-torch==2.3.0
-tqdm==4.66.4
-transformers==4.40.2
-trl==0.8.6
-typing-inspect==0.9.0
-typing_extensions==4.11.0
-tyro==0.8.4
-tzdata==2024.1
-urllib3==2.2.1
-xgboost==2.0.3
-xxhash==3.4.1
-yarl==1.9.4
diff --git a/pgml-extension/requirements.txt b/pgml-extension/requirements.txt
index 707dc8f1b..2830711ec 100644
--- a/pgml-extension/requirements.txt
+++ b/pgml-extension/requirements.txt
@@ -1,18 +1,15 @@
-# If you update this file, `pip freeze` the full locked requirements as well to prevent
-# future dependency incompatibility on all supported platforms. We'd use Poetry or some
-# other sane lockfile resolution mechanism other than pip, except we have to maintain
-# this isn't really a Python project, so Poetry conventions don't work, and we need
-# different dependencies on platforms that have different hardware acceleration.
+# Use a Python 3.11 virtualenv with PostgresML:
+# $ virtualenv -p python3.11 pgml-venv
+# $ source pgml-vev/bin/activate
+# $ pip install -r requirements.txt
+
+# Python 3.12 can't resolve all dependencies:
+# catboost and autogptq fail to build
 
 # Only the immediate dependencies of PostgresML are maintained here.
 # See requirements.linux.txt or requirements.macos.txt for complete and locked versions.
-
-# Python 3.12 can't currently resolve all dependencies:
-# catboost fails to build
-# virtualenv -p python3.11 pgml-venv
-
-# These packages are specifically locked to avoid known bugs
-pyarrow==11.0.0 # newer versions cause Postgres segfaults on OOM
+# If you update this file, make sure to pip freeze into platform specific dependencies
+# to avoid bitrot.
 
 # ML
 catboost
@@ -30,6 +27,7 @@ ctransformers
 huggingface-hub
 deepspeed
 einops
+optimum
 peft
 tokenizers
 transformers
diff --git a/pgml-extension/sql/pgml--2.9.3--2.10.0.sql b/pgml-extension/sql/pgml--2.9.3--2.10.0.sql
new file mode 100644
index 000000000..e69de29bb
diff --git a/pgml-extension/src/api.rs b/pgml-extension/src/api.rs
index 868345fa5..b6ef5008a 100644
--- a/pgml-extension/src/api.rs
+++ b/pgml-extension/src/api.rs
@@ -759,10 +759,11 @@ pub fn transform_stream_json(
     input: default!(&str, "''"),
     cache: default!(bool, false),
 ) -> SetOfIterator<'static, JsonB> {
-    // We can unwrap this becuase if there is an error the current transaction is aborted in the map_err call
+    // We can unwrap this because if there is an error the current transaction is aborted in the map_err call
     let python_iter = crate::bindings::transformers::transform_stream_iterator(&task.0, &args.0, input)
         .map_err(|e| error!("{e}"))
         .unwrap();
+
     SetOfIterator::new(python_iter)
 }
 
@@ -776,7 +777,7 @@ pub fn transform_stream_string(
     cache: default!(bool, false),
 ) -> SetOfIterator<'static, JsonB> {
     let task_json = json!({ "task": task });
-    // We can unwrap this becuase if there is an error the current transaction is aborted in the map_err call
+    // We can unwrap this because if there is an error the current transaction is aborted in the map_err call
     let python_iter = crate::bindings::transformers::transform_stream_iterator(&task_json, &args.0, input)
         .map_err(|e| error!("{e}"))
         .unwrap();
@@ -795,7 +796,7 @@ pub fn transform_stream_conversational_json(
     if !task.0["task"].as_str().is_some_and(|v| v == "conversational") {
         error!("ARRAY[]::JSONB inputs for transform_stream should only be used with a conversational task");
     }
-    // We can unwrap this becuase if there is an error the current transaction is aborted in the map_err call
+    // We can unwrap this because if there is an error the current transaction is aborted in the map_err call
     let python_iter = crate::bindings::transformers::transform_stream_iterator(&task.0, &args.0, inputs)
         .map_err(|e| error!("{e}"))
         .unwrap();
@@ -815,7 +816,7 @@ pub fn transform_stream_conversational_string(
         error!("ARRAY::JSONB inputs for transform_stream should only be used with a conversational task");
     }
     let task_json = json!({ "task": task });
-    // We can unwrap this becuase if there is an error the current transaction is aborted in the map_err call
+    // We can unwrap this because if there is an error the current transaction is aborted in the map_err call
     let python_iter = crate::bindings::transformers::transform_stream_iterator(&task_json, &args.0, inputs)
         .map_err(|e| error!("{e}"))
         .unwrap();
diff --git a/pgml-extension/src/bindings/langchain/mod.rs b/pgml-extension/src/bindings/langchain/mod.rs
index 25039b23e..97c285047 100644
--- a/pgml-extension/src/bindings/langchain/mod.rs
+++ b/pgml-extension/src/bindings/langchain/mod.rs
@@ -1,22 +1,22 @@
 use anyhow::Result;
 use pyo3::prelude::*;
-use pyo3::types::PyTuple;
+use pyo3::ffi::c_str;
+use pyo3::types::PyString;
 
 use crate::create_pymodule;
 
 create_pymodule!("/src/bindings/langchain/langchain.py");
 
 pub fn chunk(splitter: &str, text: &str, kwargs: &serde_json::Value) -> Result<Vec<String>> {
-    let kwargs = serde_json::to_string(kwargs).unwrap();
 
     Python::with_gil(|py| -> Result<Vec<String>> {
         let chunk: Py<PyAny> = get_module!(PY_MODULE).getattr(py, "chunk")?;
+        let splitter = PyString::new(py, splitter);
+        let text = PyString::new(py, text);
+        let kwargs = PyString::new(py, serde_json::to_string(kwargs)?.as_str());
 
         Ok(chunk
-            .call1(
-                py,
-                PyTuple::new(py, &[splitter.into_py(py), text.into_py(py), kwargs.into_py(py)]),
-            )?
+            .call1(py,(splitter, text, kwargs))?
             .extract(py)?)
     })
 }
diff --git a/pgml-extension/src/bindings/mod.rs b/pgml-extension/src/bindings/mod.rs
index 3bfc92331..db4b22840 100644
--- a/pgml-extension/src/bindings/mod.rs
+++ b/pgml-extension/src/bindings/mod.rs
@@ -3,7 +3,7 @@ use std::fmt::Debug;
 use anyhow::{anyhow, Result};
 #[allow(unused_imports)] // used for test macros
 use pgrx::*;
-use pyo3::{pyfunction, PyResult, Python};
+use pyo3::{pyfunction, PyResult, Python, prelude::PyTracebackMethods};
 
 use crate::orm::*;
 
@@ -42,11 +42,11 @@ macro_rules! create_pymodule {
             once_cell::sync::Lazy::new(|| {
                 pyo3::Python::with_gil(|py| -> anyhow::Result<pyo3::Py<pyo3::types::PyModule>> {
                     use $crate::bindings::TracebackError;
-                    let src = include_str!(concat!(env!("CARGO_MANIFEST_DIR"), $pyfile));
-                    let module = pyo3::types::PyModule::from_code(py, src, "transformers.py", "__main__")
+                    let src = c_str!(include_str!(concat!(env!("CARGO_MANIFEST_DIR"), $pyfile)));
+                    let module = pyo3::types::PyModule::from_code(py, src, c_str!("transformers.py"), c_str!("__main__"))
                         .format_traceback(py)?;
-                    module.add_function(wrap_pyfunction!($crate::bindings::r_insert_logs, module)?)?;
-                    module.add_function(wrap_pyfunction!($crate::bindings::r_log, module)?)?;
+                    module.add_function(wrap_pyfunction!($crate::bindings::r_insert_logs, &module)?)?;
+                    module.add_function(wrap_pyfunction!($crate::bindings::r_log, &module)?)?;
                     Ok(module.into())
                 })
             });
diff --git a/pgml-extension/src/bindings/python/mod.rs b/pgml-extension/src/bindings/python/mod.rs
index ea63e4711..efffd3d6e 100644
--- a/pgml-extension/src/bindings/python/mod.rs
+++ b/pgml-extension/src/bindings/python/mod.rs
@@ -4,7 +4,8 @@ use anyhow::Result;
 use pgrx::iter::TableIterator;
 use pgrx::*;
 use pyo3::prelude::*;
-use pyo3::types::PyTuple;
+use pyo3::types::PyString;
+use pyo3::ffi::c_str;
 
 use crate::config::PGML_VENV;
 use crate::create_pymodule;
@@ -13,8 +14,8 @@ create_pymodule!("/src/bindings/python/python.py");
 
 pub fn activate_venv(venv: &str) -> Result<bool> {
     Python::with_gil(|py| {
-        let activate_venv: Py<PyAny> = get_module!(PY_MODULE).getattr(py, "activate_venv")?;
-        let result: Py<PyAny> = activate_venv.call1(py, PyTuple::new(py, &[venv.to_string().into_py(py)]))?;
+        let activate_venv = get_module!(PY_MODULE).getattr(py, "activate_venv")?;
+        let result = activate_venv.call1(py, (PyString::new(py, venv),))?;
 
         Ok(result.extract(py)?)
     })
diff --git a/pgml-extension/src/bindings/sklearn/mod.rs b/pgml-extension/src/bindings/sklearn/mod.rs
index 63f32fe2e..deb083376 100644
--- a/pgml-extension/src/bindings/sklearn/mod.rs
+++ b/pgml-extension/src/bindings/sklearn/mod.rs
@@ -12,7 +12,8 @@ use std::collections::HashMap;
 
 use anyhow::Result;
 use pyo3::prelude::*;
-use pyo3::types::PyTuple;
+use pyo3::types::PyString;
+use pyo3::ffi::c_str;
 
 use crate::{
     bindings::{Bindings, TracebackError},
@@ -116,36 +117,31 @@ wrap_fit!(spectral_co, "spectral_coclustering");
 wrap_fit!(pca, "pca_decomposition");
 
 fn fit(dataset: &Dataset, hyperparams: &Hyperparams, algorithm_task: &'static str) -> Result<Box<dyn Bindings>> {
-    let hyperparams = serde_json::to_string(hyperparams).unwrap();
 
     let (estimator, predict, predict_proba) = Python::with_gil(|py| -> Result<(Py<PyAny>, Py<PyAny>, Py<PyAny>)> {
         let module = get_module!(PY_MODULE);
-
-        let estimator: Py<PyAny> = module.getattr(py, "estimator")?;
-
-        let train: Py<PyAny> = estimator.call1(
+        let estimator = module.getattr(py, "estimator")?;
+        let hyperparams = PyString::new(py, &serde_json::to_string(hyperparams)?);
+        let train = estimator.call1(
             py,
-            PyTuple::new(
-                py,
-                &[
-                    String::from(algorithm_task).into_py(py),
-                    dataset.num_features.into_py(py),
-                    dataset.num_labels.into_py(py),
-                    hyperparams.into_py(py),
-                ],
-            ),
+            (
+                PyString::new(py, algorithm_task),
+                dataset.num_features,
+                dataset.num_labels,
+                hyperparams,
+            )
         )?;
 
-        let estimator: Py<PyAny> = train.call1(py, PyTuple::new(py, [&dataset.x_train, &dataset.y_train]))?;
+        let estimator = train.call1(py, (&dataset.x_train, &dataset.y_train))?;
 
-        let predict: Py<PyAny> = module
+        let predict = module
             .getattr(py, "predictor")?
-            .call1(py, PyTuple::new(py, [&estimator]))?
+            .call1(py, (&estimator,))?
             .extract(py)?;
 
-        let predict_proba: Py<PyAny> = module
+        let predict_proba = module
             .getattr(py, "predictor_proba")?
-            .call1(py, PyTuple::new(py, [&estimator]))?
+            .call1(py, (&estimator,))?
             .extract(py)?;
 
         Ok((estimator, predict, predict_proba))
@@ -176,14 +172,14 @@ impl std::fmt::Debug for Estimator {
 impl Bindings for Estimator {
     /// Predict a novel datapoint.
     fn predict(&self, features: &[f32], _num_features: usize, _num_classes: usize) -> Result<Vec<f32>> {
-        Python::with_gil(|py| Ok(self.predict.call1(py, PyTuple::new(py, [features]))?.extract(py)?))
+        Python::with_gil(|py| Ok(self.predict.call1(py, (features,))?.extract(py)?))
     }
 
     fn predict_proba(&self, features: &[f32], _num_features: usize) -> Result<Vec<f32>> {
         Python::with_gil(|py| {
             Ok(self
                 .predict_proba
-                .call1(py, PyTuple::new(py, [features]))?
+                .call1(py, (features,))?
                 .extract(py)?)
         })
     }
@@ -192,7 +188,7 @@ impl Bindings for Estimator {
     fn to_bytes(&self) -> Result<Vec<u8>> {
         Python::with_gil(|py| {
             let save = get_module!(PY_MODULE).getattr(py, "save")?;
-            Ok(save.call1(py, PyTuple::new(py, [&self.estimator]))?.extract(py)?)
+            Ok(save.call1(py, (&self.estimator,))?.extract(py)?)
         })
     }
 
@@ -205,16 +201,16 @@ impl Bindings for Estimator {
             let module = get_module!(PY_MODULE);
 
             let load = module.getattr(py, "load")?;
-            let estimator: Py<PyAny> = load.call1(py, PyTuple::new(py, [bytes]))?.extract(py)?;
+            let estimator: PyObject = load.call1(py, (bytes,))?.extract(py)?;
 
-            let predict: Py<PyAny> = module
+            let predict = module
                 .getattr(py, "predictor")?
-                .call1(py, PyTuple::new(py, [&estimator]))?
+                .call1(py, (&estimator,))?
                 .extract(py)?;
 
-            let predict_proba: Py<PyAny> = module
+            let predict_proba = module
                 .getattr(py, "predictor_proba")?
-                .call1(py, PyTuple::new(py, [&estimator]))?
+                .call1(py, (&estimator,))?
                 .extract(py)?;
 
             Ok(Box::new(Estimator {
@@ -229,10 +225,10 @@ impl Bindings for Estimator {
 fn sklearn_metric(name: &str, ground_truth: &[f32], y_hat: &[f32]) -> Result<f32> {
     Python::with_gil(|py| {
         let calculate_metric = get_module!(PY_MODULE).getattr(py, "calculate_metric").unwrap();
-        let wrapper: Py<PyAny> = calculate_metric.call1(py, PyTuple::new(py, [name]))?.extract(py)?;
+        let wrapper: Py<PyAny> = calculate_metric.call1(py, (name,))?.extract(py)?;
 
         let score: f32 = wrapper
-            .call1(py, PyTuple::new(py, [ground_truth, y_hat]))?
+            .call1(py, (ground_truth, y_hat))?
             .extract(py)?;
 
         Ok(score)
@@ -259,11 +255,11 @@ pub fn confusion_matrix(ground_truth: &[f32], y_hat: &[f32]) -> Result<Vec<Vec<f
     Python::with_gil(|py| {
         let calculate_metric = get_module!(PY_MODULE).getattr(py, "calculate_metric")?;
         let wrapper: Py<PyAny> = calculate_metric
-            .call1(py, PyTuple::new(py, ["confusion_matrix"]))?
+            .call1(py, (PyString::new(py, "confusion_matrix"),))?
             .extract(py)?;
 
         let matrix: Vec<Vec<f32>> = wrapper
-            .call1(py, PyTuple::new(py, [ground_truth, y_hat]))?
+            .call1(py, (ground_truth, y_hat))?
             .extract(py)?;
 
         Ok(matrix)
@@ -274,7 +270,7 @@ pub fn regression_metrics(ground_truth: &[f32], y_hat: &[f32]) -> Result<HashMap
     Python::with_gil(|py| {
         let calculate_metric = get_module!(PY_MODULE).getattr(py, "regression_metrics")?;
         let scores: HashMap<String, f32> = calculate_metric
-            .call1(py, PyTuple::new(py, [ground_truth, y_hat]))?
+            .call1(py, (ground_truth, y_hat))?
             .extract(py)?;
 
         Ok(scores)
@@ -285,7 +281,7 @@ pub fn classification_metrics(ground_truth: &[f32], y_hat: &[f32], num_classes:
     let mut scores = Python::with_gil(|py| -> Result<HashMap<String, f32>> {
         let calculate_metric = get_module!(PY_MODULE).getattr(py, "classification_metrics")?;
         let scores: HashMap<String, f32> = calculate_metric
-            .call1(py, PyTuple::new(py, [ground_truth, y_hat]))?
+            .call1(py, (ground_truth, y_hat))?
             .extract(py)?;
 
         Ok(scores)
@@ -304,7 +300,7 @@ pub fn clustering_metrics(num_features: usize, inputs: &[f32], labels: &[f32]) -
         let calculate_metric = get_module!(PY_MODULE).getattr(py, "clustering_metrics")?;
 
         let scores: HashMap<String, f32> = calculate_metric
-            .call1(py, (num_features, PyTuple::new(py, [inputs, labels])))?
+            .call1(py, (num_features, (inputs, labels)))?
             .extract(py)?;
 
         Ok(scores)
@@ -315,7 +311,7 @@ pub fn decomposition_metrics(bindings: &Box<dyn Bindings>) -> Result<HashMap<Str
     Python::with_gil(|py| match bindings.as_any().downcast_ref::<Estimator>() {
         Some(estimator) => {
             let calculate_metric = get_module!(PY_MODULE).getattr(py, "decomposition_metrics")?;
-            let metrics = calculate_metric.call1(py, PyTuple::new(py, [&estimator.estimator]));
+            let metrics = calculate_metric.call1(py, (&estimator.estimator,));
             let metrics = metrics.format_traceback(py)?.extract(py).format_traceback(py)?;
             Ok(metrics)
         }
diff --git a/pgml-extension/src/bindings/transformers/mod.rs b/pgml-extension/src/bindings/transformers/mod.rs
index a34e5bbbb..59b991805 100644
--- a/pgml-extension/src/bindings/transformers/mod.rs
+++ b/pgml-extension/src/bindings/transformers/mod.rs
@@ -6,9 +6,9 @@ use std::{collections::HashMap, path::Path};
 use anyhow::{anyhow, bail, Context, Result};
 use pgrx::*;
 use pyo3::prelude::*;
-use pyo3::types::{PyBool, PyDict, PyFloat, PyInt, PyList, PyString, PyTuple};
+use pyo3::types::{PyBool, PyDict, PyFloat, PyInt, PyList, PyString};
+use pyo3::ffi::c_str;
 use serde::{Deserialize, Serialize};
-use serde_json::Value;
 
 use crate::create_pymodule;
 use crate::orm::{ConversationDataset, Task, TextClassificationDataset, TextPairClassificationDataset};
@@ -23,37 +23,37 @@ pub use transform::*;
 create_pymodule!("/src/bindings/transformers/transformers.py");
 
 // Need a wrapper so we can implement traits for it
-pub struct Json(pub Value);
+pub struct Json(pub serde_json::Value);
 
-impl From<Json> for Value {
+impl From<Json> for serde_json::Value {
     fn from(value: Json) -> Self {
         value.0
     }
 }
 
 impl FromPyObject<'_> for Json {
-    fn extract(ob: &PyAny) -> PyResult<Self> {
+    fn extract_bound(ob: &Bound<'_, PyAny>) -> PyResult<Self> {
         if ob.is_instance_of::<PyDict>() {
-            let dict: &PyDict = ob.downcast()?;
+            let dict: &Bound<PyDict> = ob.downcast()?;
             let mut json = serde_json::Map::new();
             for (key, value) in dict.iter() {
-                let value = Json::extract(value)?;
-                json.insert(String::extract(key)?, value.0);
+                let value = Json::extract_bound(&value)?;
+                json.insert(String::extract_bound(&key)?, value.0);
             }
             Ok(Self(serde_json::Value::Object(json)))
         } else if ob.is_instance_of::<PyBool>() {
-            let value = bool::extract(ob)?;
+            let value = bool::extract_bound(ob)?;
             Ok(Self(serde_json::Value::Bool(value)))
         } else if ob.is_instance_of::<PyInt>() {
-            let value = i64::extract(ob)?;
+            let value = i64::extract_bound(ob)?;
             Ok(Self(serde_json::Value::Number(value.into())))
         } else if ob.is_instance_of::<PyFloat>() {
-            let value = f64::extract(ob)?;
+            let value = f64::extract_bound(ob)?;
             let value =
                 serde_json::value::Number::from_f64(value).context("Could not convert f64 to serde_json::Number")?;
             Ok(Self(serde_json::Value::Number(value)))
         } else if ob.is_instance_of::<PyString>() {
-            let value = String::extract(ob)?;
+            let value = String::extract_bound(ob)?;
             Ok(Self(serde_json::Value::String(value)))
         } else if ob.is_instance_of::<PyList>() {
             let value = ob.downcast::<PyList>()?;
@@ -75,13 +75,13 @@ impl FromPyObject<'_> for Json {
     }
 }
 
-pub fn get_model_from(task: &Value) -> Result<String> {
+pub fn get_model_from(task: &serde_json::Value) -> Result<String> {
     Python::with_gil(|py| -> Result<String> {
         let get_model_from = get_module!(PY_MODULE)
             .getattr(py, "get_model_from")
             .format_traceback(py)?;
         let model = get_model_from
-            .call1(py, PyTuple::new(py, &[task.to_string().into_py(py)]))
+            .call1(py, (PyString::new(py, &task.to_string()),))
             .format_traceback(py)?;
         model.extract(py).format_traceback(py)
     })
@@ -92,19 +92,8 @@ pub fn embed(transformer: &str, inputs: Vec<&str>, kwargs: &serde_json::Value) -
     Python::with_gil(|py| -> Result<Vec<Vec<f32>>> {
         let embed: Py<PyAny> = get_module!(PY_MODULE).getattr(py, "embed").format_traceback(py)?;
         let output = embed
-            .call1(
-                py,
-                PyTuple::new(
-                    py,
-                    &[
-                        transformer.to_string().into_py(py),
-                        inputs.into_py(py),
-                        kwargs.into_py(py),
-                    ],
-                ),
-            )
+            .call1(py, (transformer, inputs, kwargs))
             .format_traceback(py)?;
-
         output.extract(py).format_traceback(py)
     })
 }
@@ -128,14 +117,11 @@ pub fn rank(
         let output = embed
             .call1(
                 py,
-                PyTuple::new(
-                    py,
-                    &[
-                        transformer.to_string().into_py(py),
-                        query.into_py(py),
-                        documents.into_py(py),
-                        kwargs.into_py(py),
-                    ],
+                (
+                    transformer,
+                    query,
+                    documents,
+                    PyString::new(py, &kwargs.to_string()),
                 ),
             )
             .format_traceback(py)?;
@@ -346,16 +332,11 @@ pub fn load_dataset(
             .getattr(py, "load_dataset")
             .format_traceback(py)?;
         load_dataset
-            .call1(
-                py,
-                PyTuple::new(
-                    py,
-                    &[
-                        name.into_py(py),
-                        subset.into_py(py),
-                        limit.into_py(py),
-                        kwargs.into_py(py),
-                    ],
+            .call1(py, (
+                    name,
+                    subset,
+                    limit,
+                    kwargs,
                 ),
             )
             .format_traceback(py)?
@@ -494,7 +475,7 @@ pub fn clear_gpu_cache(memory_usage: Option<f32>) -> Result<bool> {
             .getattr(py, "clear_gpu_cache")
             .format_traceback(py)?;
         let success = clear_gpu_cache
-            .call1(py, PyTuple::new(py, &[memory_usage.into_py(py)]))
+            .call1(py, (memory_usage,))
             .format_traceback(py)?
             .extract(py)
             .format_traceback(py)?;
diff --git a/pgml-extension/src/bindings/transformers/transform.rs b/pgml-extension/src/bindings/transformers/transform.rs
index 7b8db768e..2ab351e29 100644
--- a/pgml-extension/src/bindings/transformers/transform.rs
+++ b/pgml-extension/src/bindings/transformers/transform.rs
@@ -3,32 +3,37 @@ use super::TracebackError;
 use anyhow::Result;
 use pgrx::*;
 use pyo3::prelude::*;
-use pyo3::types::{IntoPyDict, PyDict, PyTuple};
+use pyo3::types::{PyDict, PyString};
+use pyo3::ffi::c_str;
 
 create_pymodule!("/src/bindings/transformers/transformers.py");
 
 pub struct TransformStreamIterator {
-    locals: Py<PyDict>,
+    locals: Py<PyDict>,  // Store owned version instead of Bound
 }
 
 impl TransformStreamIterator {
     pub fn new(python_iter: Py<PyAny>) -> Self {
-        let locals = Python::with_gil(|py| -> Result<Py<PyDict>, PyErr> {
-            Ok([("python_iter", python_iter)].into_py_dict(py).into())
+        let locals = Python::with_gil(|py| {
+            let dict = PyDict::new(py);
+            dict.set_item("python_iter", &python_iter)?;
+            Ok::<Py<PyDict>, PyErr>(dict.into())
         })
-        .map_err(|e| error!("{e}"))
-        .unwrap();
+            .map_err(|e: PyErr| error!("{e}"))
+            .unwrap();
+
         Self { locals }
     }
 }
 
 impl Iterator for TransformStreamIterator {
     type Item = JsonB;
+
     fn next(&mut self) -> Option<Self::Item> {
-        // We can unwrap this becuase if there is an error the current transaction is aborted in the map_err call
         Python::with_gil(|py| -> Result<Option<JsonB>, PyErr> {
-            let code = "next(python_iter)";
-            let res: &PyAny = py.eval(code, Some(self.locals.as_ref(py)), None)?;
+            let locals = self.locals.bind(py);  // Get Bound reference when needed
+            let code = c_str!("next(python_iter)");
+            let res = py.eval(code, Some(&locals), None)?;
             if res.is_none() {
                 Ok(None)
             } else {
@@ -36,8 +41,8 @@ impl Iterator for TransformStreamIterator {
                 Ok(Some(JsonB(serde_json::to_value(res).unwrap())))
             }
         })
-        .map_err(|e| error!("{e}"))
-        .unwrap()
+            .map_err(|e| error!("{e}"))
+            .unwrap()
     }
 }
 
@@ -46,18 +51,14 @@ pub fn transform<T: serde::Serialize>(
     args: &serde_json::Value,
     inputs: T,
 ) -> Result<serde_json::Value> {
-    let task = serde_json::to_string(task)?;
-    let args = serde_json::to_string(args)?;
-    let inputs = serde_json::to_string(&inputs)?;
-
     let results = Python::with_gil(|py| -> Result<String> {
-        let transform: Py<PyAny> = get_module!(PY_MODULE).getattr(py, "transform").format_traceback(py)?;
+        let transform = get_module!(PY_MODULE).getattr(py, "transform").format_traceback(py)?;
+        let task = PyString::new(py, &serde_json::to_string(task)?);
+        let args = PyString::new(py, &serde_json::to_string(args)?);
+        let inputs = PyString::new(py, &serde_json::to_string(&inputs)?);
 
         let output = transform
-            .call1(
-                py,
-                PyTuple::new(py, &[task.into_py(py), args.into_py(py), inputs.into_py(py)]),
-            )
+            .call1(py, (task, args, inputs))
             .format_traceback(py)?;
 
         output.extract(py).format_traceback(py)
@@ -73,30 +74,23 @@ pub fn transform_stream<T: serde::Serialize>(
 ) -> Result<Py<PyAny>> {
     whitelist::verify_task(task)?;
 
-    let task = serde_json::to_string(task)?;
-    let args = serde_json::to_string(args)?;
-    let input = serde_json::to_string(&input)?;
-
     Python::with_gil(|py| -> Result<Py<PyAny>> {
         let transform: Py<PyAny> = get_module!(PY_MODULE).getattr(py, "transform").format_traceback(py)?;
+        let task = PyString::new(py, &serde_json::to_string(task)?);
+        let args = PyString::new(py, &serde_json::to_string(args)?);
+        let input = PyString::new(py, &serde_json::to_string(&input)?);
 
         let output = transform
-            .call1(
-                py,
-                PyTuple::new(
-                    py,
-                    &[task.into_py(py), args.into_py(py), input.into_py(py), true.into_py(py)],
-                ),
-            )
+            .call1(py, (task, args, input, true))
             .format_traceback(py)?;
 
         Ok(output)
     })
 }
 
-pub fn transform_stream_iterator<T: serde::Serialize>(
-    task: &serde_json::Value,
-    args: &serde_json::Value,
+pub fn transform_stream_iterator<'a, T: serde::Serialize>(
+    task: &'a serde_json::Value,
+    args: &'a serde_json::Value,
     input: T,
 ) -> Result<TransformStreamIterator> {
     let python_iter = transform_stream(task, args, input).map_err(|e| error!("{e}")).unwrap();
diff --git a/pgml-extension/tests/test.sql b/pgml-extension/tests/test.sql
index 10ffb4339..a2c6bbdc7 100644
--- a/pgml-extension/tests/test.sql
+++ b/pgml-extension/tests/test.sql
@@ -4,7 +4,7 @@
 --- Usage:
 ---
 ---   $ cargo pgrx run --release
----   $ psql -h localhost -p 28816 -d pgml -f tests/test.sql -P pager
+---   $ psql -h localhost -p 28817 -d pgml -f tests/test.sql -P pager
 ---
 \set ON_ERROR_STOP true
 \timing on

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