diff --git a/rust/Cargo.lock b/rust/Cargo.lock
index 59ff70724e..627cb22de4 100644
--- a/rust/Cargo.lock
+++ b/rust/Cargo.lock
@@ -29,11 +29,87 @@ dependencies = [
  "tonic",
 ]
 
+[[package]]
+name = "ahash"
+version = "0.8.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e89da841a80418a9b391ebaea17f5c112ffaaa96f621d2c285b5174da76b9011"
+dependencies = [
+ "cfg-if",
+ "getrandom",
+ "once_cell",
+ "version_check",
+ "zerocopy",
+]
+
+[[package]]
+name = "aho-corasick"
+version = "1.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e60d3430d3a69478ad0993f19238d2df97c507009a52b3c10addcd7f6bcb916"
+dependencies = [
+ "memchr",
+]
+
+[[package]]
+name = "allocator-api2"
+version = "0.2.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5c6cb57a04249c6480766f7f7cef5467412af1490f8d1e243141daddada3264f"
+
+[[package]]
+name = "android-tzdata"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e999941b234f3131b00bc13c22d06e8c5ff726d1b6318ac7eb276997bbb4fef0"
+
+[[package]]
+name = "android_system_properties"
+version = "0.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "819e7219dbd41043ac279b19830f2efc897156490d7fd6ea916720117ee66311"
+dependencies = [
+ "libc",
+]
+
+[[package]]
+name = "anes"
+version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4b46cbb362ab8752921c97e041f5e366ee6297bd428a31275b9fcf1e380f7299"
+
+[[package]]
+name = "anstyle"
+version = "1.0.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "038dfcf04a5feb68e9c60b21c9625a54c2c0616e79b72b0fd87075a056ae1d1b"
+
 [[package]]
 name = "anyhow"
-version = "1.0.83"
+version = "1.0.86"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b3d1d046238990b9cf5bcde22a3fb3584ee5cf65fb2765f454ed428c7a0063da"
+
+[[package]]
+name = "argminmax"
+version = "0.6.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "52424b59d69d69d5056d508b260553afd91c57e21849579cd1f50ee8b8b88eaa"
+dependencies = [
+ "num-traits",
+]
+
+[[package]]
+name = "array-init-cursor"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bf7d0a018de4f6aa429b9d33d69edf69072b1c5b1cb8d3e4a5f7ef898fc3eb76"
+
+[[package]]
+name = "arrayref"
+version = "0.3.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "25bdb32cbbdce2b519a9cd7df3a678443100e265d5e25ca763b7572a5104f5f3"
+checksum = "6b4930d2cb77ce62f89ee5d5289b4ac049559b1c45539271f5ed4fdc7db34545"
 
 [[package]]
 name = "async-stream"
@@ -54,7 +130,7 @@ checksum = "16e62a023e7c117e27523144c5d2459f4397fcc3cab0085af8e2224f643a0193"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.61",
 ]
 
 [[package]]
@@ -65,9 +141,24 @@ checksum = "c6fa2087f2753a7da8cc1c0dbfcf89579dd57458e36769de5ac750b4671737ca"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.61",
+]
+
+[[package]]
+name = "atoi"
+version = "2.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f28d99ec8bfea296261ca1af174f24225171fea9664ba9003cbebee704810528"
+dependencies = [
+ "num-traits",
 ]
 
+[[package]]
+name = "atoi_simd"
+version = "0.15.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9ae037714f313c1353189ead58ef9eec30a8e8dc101b2622d461418fd59e28a9"
+
 [[package]]
 name = "autocfg"
 version = "1.3.0"
@@ -149,6 +240,41 @@ version = "0.21.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9d297deb1925b89f2ccc13d7635fa0714f12c87adce1c75356b39ca9b7178567"
 
+[[package]]
+name = "base64"
+version = "0.22.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
+
+[[package]]
+name = "bincode"
+version = "1.3.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b1f45e9417d87227c7a56d22e471c6206462cba514c7590c09aff4cf6d1ddcad"
+dependencies = [
+ "serde",
+]
+
+[[package]]
+name = "bindgen"
+version = "0.69.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a00dc851838a2120612785d195287475a3ac45514741da670b735818822129a0"
+dependencies = [
+ "bitflags 2.5.0",
+ "cexpr",
+ "clang-sys",
+ "itertools 0.12.1",
+ "lazy_static",
+ "lazycell",
+ "proc-macro2",
+ "quote",
+ "regex",
+ "rustc-hash",
+ "shlex",
+ "syn 2.0.61",
+]
+
 [[package]]
 name = "bitflags"
 version = "1.3.2"
@@ -160,6 +286,41 @@ name = "bitflags"
 version = "2.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cf4b9d6a944f767f8e5e0db018570623c85f3d925ac718db4e06d0187adb21c1"
+dependencies = [
+ "serde",
+]
+
+[[package]]
+name = "bumpalo"
+version = "3.16.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "79296716171880943b8470b5f8d03aa55eb2e645a4874bdbb28adb49162e012c"
+
+[[package]]
+name = "bytemuck"
+version = "1.16.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b236fc92302c97ed75b38da1f4917b5cdda4984745740f153a5d3059e48d725e"
+dependencies = [
+ "bytemuck_derive",
+]
+
+[[package]]
+name = "bytemuck_derive"
+version = "1.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1ee891b04274a59bd38b412188e24b849617b2e45a0fd8d057deb63e7403761b"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.61",
+]
+
+[[package]]
+name = "byteorder"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1fd0f2584146f6f2ef48085050886acf353beff7305ebd1ae69500e27c67f64b"
 
 [[package]]
 name = "bytes"
@@ -167,11 +328,42 @@ version = "1.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "514de17de45fdb8dc022b1a7975556c53c86f9f0aa5f534b98977b171857c2c9"
 
+[[package]]
+name = "bzip2-sys"
+version = "0.1.11+1.0.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "736a955f3fa7875102d57c82b8cac37ec45224a07fd32d58f9f7a186b6cd4cdc"
+dependencies = [
+ "cc",
+ "libc",
+ "pkg-config",
+]
+
+[[package]]
+name = "cast"
+version = "0.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "37b2a672a2cb129a2e41c10b1224bb368f9f37a2b16b612598138befd7b37eb5"
+
 [[package]]
 name = "cc"
 version = "1.0.97"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "099a5357d84c4c61eb35fc8eafa9a79a902c2f76911e5747ced4e032edd8d9b4"
+dependencies = [
+ "jobserver",
+ "libc",
+ "once_cell",
+]
+
+[[package]]
+name = "cexpr"
+version = "0.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6fac387a98bb7c37292057cffc56d62ecb629900026402633ae9160df93a8766"
+dependencies = [
+ "nom",
+]
 
 [[package]]
 name = "cfg-if"
@@ -180,500 +372,2115 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "baf1de4339761588bc0619e3cbc0120ee582ebb74b53b4efbf79117bd2da40fd"
 
 [[package]]
-name = "codespan-reporting"
-version = "0.11.1"
+name = "chrono"
+version = "0.4.38"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3538270d33cc669650c4b093848450d380def10c331d38c768e34cac80576e6e"
+checksum = "a21f936df1771bf62b77f047b726c4625ff2e8aa607c01ec06e5a05bd8463401"
 dependencies = [
- "termcolor",
- "unicode-width",
+ "android-tzdata",
+ "iana-time-zone",
+ "js-sys",
+ "num-traits",
+ "wasm-bindgen",
+ "windows-targets 0.52.5",
 ]
 
 [[package]]
-name = "cxx"
-version = "1.0.122"
+name = "chrono-tz"
+version = "0.8.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bb497fad022245b29c2a0351df572e2d67c1046bcef2260ebc022aec81efea82"
+checksum = "d59ae0466b83e838b81a54256c39d5d7c20b9d7daa10510a242d9b75abd5936e"
 dependencies = [
- "cc",
- "cxxbridge-flags",
- "cxxbridge-macro",
- "link-cplusplus",
+ "chrono",
+ "chrono-tz-build",
+ "phf",
 ]
 
 [[package]]
-name = "cxx-build"
-version = "1.0.122"
+name = "chrono-tz-build"
+version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9327c7f9fbd6329a200a5d4aa6f674c60ab256525ff0084b52a889d4e4c60cee"
+checksum = "433e39f13c9a060046954e0592a8d0a4bcb1040125cbf91cb8ee58964cfb350f"
 dependencies = [
- "cc",
- "codespan-reporting",
- "once_cell",
- "proc-macro2",
- "quote",
- "scratch",
- "syn",
+ "parse-zoneinfo",
+ "phf",
+ "phf_codegen",
 ]
 
 [[package]]
-name = "cxxbridge-flags"
-version = "1.0.122"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "688c799a4a846f1c0acb9f36bb9c6272d9b3d9457f3633c7753c6057270df13c"
-
-[[package]]
-name = "cxxbridge-macro"
-version = "1.0.122"
+name = "ciborium"
+version = "0.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "928bc249a7e3cd554fd2e8e08a426e9670c50bbfc9a621653cfa9accc9641783"
+checksum = "42e69ffd6f0917f5c029256a24d0161db17cea3997d185db0d35926308770f0e"
 dependencies = [
- "proc-macro2",
- "quote",
- "syn",
+ "ciborium-io",
+ "ciborium-ll",
+ "serde",
 ]
 
 [[package]]
-name = "either"
-version = "1.11.0"
+name = "ciborium-io"
+version = "0.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a47c1c47d2f5964e29c61246e81db715514cd532db6b5116a25ea3c03d6780a2"
+checksum = "05afea1e0a06c9be33d539b876f1ce3692f4afea2cb41f740e7743225ed1c757"
 
 [[package]]
-name = "equivalent"
-version = "1.0.1"
+name = "ciborium-ll"
+version = "0.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5443807d6dff69373d433ab9ef5378ad8df50ca6298caf15de6e52e24aaf54d5"
+checksum = "57663b653d948a338bfb3eeba9bb2fd5fcfaecb9e199e87e1eda4d9e8b240fd9"
+dependencies = [
+ "ciborium-io",
+ "half",
+]
 
 [[package]]
-name = "errno"
-version = "0.3.8"
+name = "clang-sys"
+version = "1.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a258e46cdc063eb8519c00b9fc845fc47bcfca4130e2f08e88665ceda8474245"
+checksum = "0b023947811758c97c59bf9d1c188fd619ad4718dcaa767947df1cadb14f39f4"
 dependencies = [
+ "glob",
  "libc",
- "windows-sys 0.52.0",
+ "libloading",
 ]
 
 [[package]]
-name = "fnv"
-version = "1.0.7"
+name = "clap"
+version = "4.5.7"
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-checksum = "3f9eec918d3f24069decb9af1554cad7c880e2da24a9afd88aca000531ab82c1"
+checksum = "5db83dced34638ad474f39f250d7fea9598bdd239eaced1bdf45d597da0f433f"
+dependencies = [
+ "clap_builder",
+]
 
 [[package]]
-name = "futures-channel"
-version = "0.3.30"
+name = "clap_builder"
+version = "4.5.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eac8f7d7865dcb88bd4373ab671c8cf4508703796caa2b1985a9ca867b3fcb78"
+checksum = "f7e204572485eb3fbf28f871612191521df159bc3e15a9f5064c66dba3a8c05f"
 dependencies = [
- "futures-core",
+ "anstyle",
+ "clap_lex",
+ "terminal_size",
 ]
 
 [[package]]
-name = "futures-core"
-version = "0.3.30"
+name = "clap_lex"
+version = "0.7.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dfc6580bb841c5a68e9ef15c77ccc837b40a7504914d52e47b8b0e9bbda25a1d"
+checksum = "4b82cf0babdbd58558212896d1a4272303a57bdb245c2bf1147185fb45640e70"
 
 [[package]]
-name = "futures-sink"
-version = "0.3.30"
+name = "codespan-reporting"
+version = "0.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9fb8e00e87438d937621c1c6269e53f536c14d3fbd6a042bb24879e57d474fb5"
+checksum = "3538270d33cc669650c4b093848450d380def10c331d38c768e34cac80576e6e"
+dependencies = [
+ "termcolor",
+ "unicode-width",
+]
 
 [[package]]
-name = "futures-task"
-version = "0.3.30"
+name = "color_quant"
+version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38d84fa142264698cdce1a9f9172cf383a0c82de1bddcf3092901442c4097004"
+checksum = "3d7b894f5411737b7867f4827955924d7c254fc9f4d91a6aad6b097804b1018b"
 
 [[package]]
-name = "futures-util"
-version = "0.3.30"
+name = "comfy-table"
+version = "7.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3d6401deb83407ab3da39eba7e33987a73c3df0c82b4bb5813ee871c19c41d48"
+checksum = "b34115915337defe99b2aff5c2ce6771e5fbc4079f4b506301f5cf394c8452f7"
 dependencies = [
- "futures-core",
- "futures-task",
- "pin-project-lite",
- "pin-utils",
+ "crossterm",
+ "strum",
+ "strum_macros",
+ "unicode-width",
 ]
 
 [[package]]
-name = "getrandom"
-version = "0.2.15"
+name = "condtype"
+version = "1.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c4567c8db10ae91089c99af84c68c38da3ec2f087c3f82960bcdbf3656b6f4d7"
+checksum = "baf0a07a401f374238ab8e2f11a104d2851bf9ce711ec69804834de8af45c7af"
+
+[[package]]
+name = "core-foundation"
+version = "0.9.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "91e195e091a93c46f7102ec7818a2aa394e1e1771c3ab4825963fa03e45afb8f"
 dependencies = [
- "cfg-if",
+ "core-foundation-sys",
  "libc",
- "wasi",
 ]
 
 [[package]]
-name = "gimli"
-version = "0.28.1"
+name = "core-foundation-sys"
+version = "0.8.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4271d37baee1b8c7e4b708028c57d816cf9d2434acb33a549475f78c181f6253"
+checksum = "06ea2b9bc92be3c2baa9334a323ebca2d6f074ff852cd1d7b11064035cd3868f"
 
 [[package]]
-name = "h2"
-version = "0.3.26"
+name = "core-graphics"
+version = "0.23.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "81fe527a889e1532da5c525686d96d4c2e74cdd345badf8dfef9f6b39dd5f5e8"
+checksum = "c07782be35f9e1140080c6b96f0d44b739e2278479f64e02fdab4e32dfd8b081"
 dependencies = [
- "bytes",
- "fnv",
- "futures-core",
- "futures-sink",
- "futures-util",
- "http",
- "indexmap 2.2.6",
- "slab",
- "tokio",
- "tokio-util",
- "tracing",
+ "bitflags 1.3.2",
+ "core-foundation",
+ "core-graphics-types",
+ "foreign-types",
+ "libc",
 ]
 
 [[package]]
-name = "hashbrown"
-version = "0.12.3"
+name = "core-graphics-types"
+version = "0.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8a9ee70c43aaf417c914396645a0fa852624801b24ebb7ae78fe8272889ac888"
+checksum = "45390e6114f68f718cc7a830514a96f903cccd70d02a8f6d9f643ac4ba45afaf"
+dependencies = [
+ "bitflags 1.3.2",
+ "core-foundation",
+ "libc",
+]
 
 [[package]]
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+name = "core-text"
+version = "20.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e5274423e17b7c9fc20b6e7e208532f9b19825d82dfd615708b70edd83df41f1"
+checksum = "c9d2790b5c08465d49f8dc05c8bcae9fea467855947db39b0f8145c091aaced5"
+dependencies = [
+ "core-foundation",
+ "core-graphics",
+ "foreign-types",
+ "libc",
+]
 
 [[package]]
-name = "hermit-abi"
-version = "0.3.9"
+name = "crc"
+version = "3.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d231dfb89cfffdbc30e7fc41579ed6066ad03abda9e567ccafae602b97ec5024"
+checksum = "69e6e4d7b33a94f0991c26729976b10ebde1d34c3ee82408fb536164fa10d636"
+dependencies = [
+ "crc-catalog",
+]
 
 [[package]]
-name = "http"
-version = "0.2.12"
+name = "crc-catalog"
+version = "2.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "601cbb57e577e2f5ef5be8e7b83f0f63994f25aa94d673e54a92d5c516d101f1"
-dependencies = [
- "bytes",
- "fnv",
- "itoa",
-]
+checksum = "19d374276b40fb8bbdee95aef7c7fa6b5316ec764510eb64b8dd0e2ed0d7e7f5"
 
 [[package]]
-name = "http-body"
-version = "0.4.6"
+name = "crc32fast"
+version = "1.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7ceab25649e9960c0311ea418d17bee82c0dcec1bd053b5f9a66e265a693bed2"
+checksum = "a97769d94ddab943e4510d138150169a2758b5ef3eb191a9ee688de3e23ef7b3"
 dependencies = [
- "bytes",
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+ "polars-ops",
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+ "regex",
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+ "version_check",
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+checksum = "bf6cc3b19bfb128a8ad11026086e31d3ce9ad23f8ea37354b31383a187c44cf3"
 dependencies = [
- "autocfg",
+ "fallible-streaming-iterator",
 ]
 
 [[package]]
-name = "smallvec"
-version = "1.13.2"
+name = "streaming-iterator"
+version = "0.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3c5e1a9a646d36c3599cd173a41282daf47c44583ad367b8e6837255952e5c67"
+checksum = "2b2231b7c3057d5e4ad0156fb3dc807d900806020c5ffa3ee6ff2c8c76fb8520"
 
 [[package]]
-name = "smawk"
-version = "0.3.2"
+name = "strength_reduce"
+version = "0.2.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b7c388c1b5e93756d0c740965c41e8822f866621d41acbdf6336a6a168f8840c"
+checksum = "fe895eb47f22e2ddd4dabc02bce419d2e643c8e3b585c78158b349195bc24d82"
 
 [[package]]
-name = "socket2"
-version = "0.5.7"
+name = "strum"
+version = "0.26.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ce305eb0b4296696835b71df73eb912e0f1ffd2556a501fcede6e0c50349191c"
+checksum = "8fec0f0aef304996cf250b31b5a10dee7980c85da9d759361292b8bca5a18f06"
+
+[[package]]
+name = "strum_macros"
+version = "0.26.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4c6bee85a5a24955dc440386795aa378cd9cf82acd5f764469152d2270e581be"
 dependencies = [
- "libc",
- "windows-sys 0.52.0",
+ "heck",
+ "proc-macro2",
+ "quote",
+ "rustversion",
+ "syn 2.0.61",
 ]
 
 [[package]]
@@ -898,6 +3061,17 @@ version = "3.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b7401a30af6cb5818bb64852270bb722533397edcfc7344954a38f420819ece2"
 
+[[package]]
+name = "syn"
+version = "1.0.109"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "72b64191b275b66ffe2469e8af2c1cfe3bafa67b529ead792a6d0160888b4237"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "unicode-ident",
+]
+
 [[package]]
 name = "syn"
 version = "2.0.61"
@@ -915,6 +3089,38 @@ version = "0.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2047c6ded9c721764247e62cd3b03c09ffc529b2ba5b10ec482ae507a4a70160"
 
+[[package]]
+name = "sysinfo"
+version = "0.30.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0a5b4ddaee55fb2bea2bf0e5000747e5f5c0de765e5a5ff87f4cd106439f4bb3"
+dependencies = [
+ "cfg-if",
+ "core-foundation-sys",
+ "libc",
+ "ntapi",
+ "once_cell",
+ "windows",
+]
+
+[[package]]
+name = "target-features"
+version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c1bbb9f3c5c463a01705937a24fdabc5047929ac764b2d5b9cf681c1f5041ed5"
+
+[[package]]
+name = "tempfile"
+version = "3.10.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "85b77fafb263dd9d05cbeac119526425676db3784113aa9295c88498cbf8bff1"
+dependencies = [
+ "cfg-if",
+ "fastrand",
+ "rustix",
+ "windows-sys 0.52.0",
+]
+
 [[package]]
 name = "termcolor"
 version = "1.4.1"
@@ -962,9 +3168,34 @@ checksum = "e2470041c06ec3ac1ab38d0356a6119054dedaea53e12fbefc0de730a1c08524"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.61",
+]
+
+[[package]]
+name = "tinytemplate"
+version = "1.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "be4d6b5f19ff7664e8c98d03e2139cb510db9b0a60b55f8e8709b689d939b6bc"
+dependencies = [
+ "serde",
+ "serde_json",
+]
+
+[[package]]
+name = "tinyvec"
+version = "1.6.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c55115c6fbe2d2bef26eb09ad74bde02d8255476fc0c7b515ef09fbb35742d82"
+dependencies = [
+ "tinyvec_macros",
 ]
 
+[[package]]
+name = "tinyvec_macros"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1f3ccbac311fea05f86f61904b462b55fb3df8837a366dfc601a0161d0532f20"
+
 [[package]]
 name = "tokio"
 version = "1.37.0"
@@ -976,7 +3207,7 @@ dependencies = [
  "libc",
  "mio",
  "num_cpus",
- "parking_lot",
+ "parking_lot 0.12.2",
  "pin-project-lite",
  "signal-hook-registry",
  "socket2",
@@ -1002,7 +3233,7 @@ checksum = "5b8a1e28f2deaa14e508979454cb3a223b10b938b45af148bc0986de36f1923b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.61",
 ]
 
 [[package]]
@@ -1030,6 +3261,15 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "toml"
+version = "0.5.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f4f7f0dd8d50a853a531c426359045b1998f04219d88799810762cd4ad314234"
+dependencies = [
+ "serde",
+]
+
 [[package]]
 name = "tonic"
 version = "0.11.0"
@@ -1039,7 +3279,7 @@ dependencies = [
  "async-stream",
  "async-trait",
  "axum",
- "base64",
+ "base64 0.21.7",
  "bytes",
  "h2",
  "http",
@@ -1119,7 +3359,7 @@ checksum = "34704c8d6ebcbc939824180af020566b01a7c01f80641264eba0999f6c2b6be7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.61",
 ]
 
 [[package]]
@@ -1137,6 +3377,18 @@ version = "0.2.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e421abadd41a4225275504ea4d6566923418b7f05506fbc9c0fe86ba7396114b"
 
+[[package]]
+name = "ttf-parser"
+version = "0.20.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "17f77d76d837a7830fe1d4f12b7b4ba4192c1888001c7164257e4bc6d21d96b4"
+
+[[package]]
+name = "unicode-bidi"
+version = "0.3.15"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "08f95100a766bf4f8f28f90d77e0a5461bbdb219042e7679bebe79004fed8d75"
+
 [[package]]
 name = "unicode-ident"
 version = "1.0.12"
@@ -1149,12 +3401,84 @@ version = "0.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3b09c83c3c29d37506a3e260c08c03743a6bb66a9cd432c6934ab501a190571f"
 
+[[package]]
+name = "unicode-normalization"
+version = "0.1.23"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a56d1686db2308d901306f92a263857ef59ea39678a5458e7cb17f01415101f5"
+dependencies = [
+ "tinyvec",
+]
+
+[[package]]
+name = "unicode-reverse"
+version = "1.0.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4b6f4888ebc23094adfb574fdca9fdc891826287a6397d2cd28802ffd6f20c76"
+dependencies = [
+ "unicode-segmentation",
+]
+
+[[package]]
+name = "unicode-segmentation"
+version = "1.11.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d4c87d22b6e3f4a18d4d40ef354e97c90fcb14dd91d7dc0aa9d8a1172ebf7202"
+
 [[package]]
 name = "unicode-width"
 version = "0.1.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "68f5e5f3158ecfd4b8ff6fe086db7c8467a2dfdac97fe420f2b7c4aa97af66d6"
 
+[[package]]
+name = "unsigned-varint"
+version = "0.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "eb066959b24b5196ae73cb057f45598450d2c5f71460e98c49b738086eff9c06"
+
+[[package]]
+name = "url"
+version = "2.5.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "22784dbdf76fdde8af1aeda5622b546b422b6fc585325248a2bf9f5e41e94d6c"
+dependencies = [
+ "form_urlencoded",
+ "idna",
+ "percent-encoding",
+]
+
+[[package]]
+name = "uuid"
+version = "1.9.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5de17fd2f7da591098415cff336e12965a28061ddace43b59cb3c430179c9439"
+dependencies = [
+ "getrandom",
+]
+
+[[package]]
+name = "vcpkg"
+version = "0.2.15"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "accd4ea62f7bb7a82fe23066fb0957d48ef677f6eeb8215f372f52e48bb32426"
+
+[[package]]
+name = "version_check"
+version = "0.9.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "49874b5167b65d7193b8aba1567f5c7d93d001cafc34600cee003eda787e483f"
+
+[[package]]
+name = "walkdir"
+version = "2.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "29790946404f91d9c5d06f9874efddea1dc06c5efe94541a7d6863108e3a5e4b"
+dependencies = [
+ "same-file",
+ "winapi-util",
+]
+
 [[package]]
 name = "want"
 version = "0.3.1"
@@ -1170,6 +3494,92 @@ version = "0.11.0+wasi-snapshot-preview1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9c8d87e72b64a3b4db28d11ce29237c246188f4f51057d65a7eab63b7987e423"
 
+[[package]]
+name = "wasm-bindgen"
+version = "0.2.92"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4be2531df63900aeb2bca0daaaddec08491ee64ceecbee5076636a3b026795a8"
+dependencies = [
+ "cfg-if",
+ "wasm-bindgen-macro",
+]
+
+[[package]]
+name = "wasm-bindgen-backend"
+version = "0.2.92"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "614d787b966d3989fa7bb98a654e369c762374fd3213d212cfc0251257e747da"
+dependencies = [
+ "bumpalo",
+ "log",
+ "once_cell",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.61",
+ "wasm-bindgen-shared",
+]
+
+[[package]]
+name = "wasm-bindgen-macro"
+version = "0.2.92"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a1f8823de937b71b9460c0c34e25f3da88250760bec0ebac694b49997550d726"
+dependencies = [
+ "quote",
+ "wasm-bindgen-macro-support",
+]
+
+[[package]]
+name = "wasm-bindgen-macro-support"
+version = "0.2.92"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e94f17b526d0a461a191c78ea52bbce64071ed5c04c9ffe424dcb38f74171bb7"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.61",
+ "wasm-bindgen-backend",
+ "wasm-bindgen-shared",
+]
+
+[[package]]
+name = "wasm-bindgen-shared"
+version = "0.2.92"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "af190c94f2773fdb3729c55b007a722abb5384da03bc0986df4c289bf5567e96"
+
+[[package]]
+name = "web-sys"
+version = "0.3.69"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "77afa9a11836342370f4817622a2f0f418b134426d91a82dfb48f532d2ec13ef"
+dependencies = [
+ "js-sys",
+ "wasm-bindgen",
+]
+
+[[package]]
+name = "weezl"
+version = "0.1.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "53a85b86a771b1c87058196170769dd264f66c0782acf1ae6cc51bfd64b39082"
+
+[[package]]
+name = "winapi"
+version = "0.3.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5c839a674fcd7a98952e593242ea400abe93992746761e38641405d28b00f419"
+dependencies = [
+ "winapi-i686-pc-windows-gnu",
+ "winapi-x86_64-pc-windows-gnu",
+]
+
+[[package]]
+name = "winapi-i686-pc-windows-gnu"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ac3b87c63620426dd9b991e5ce0329eff545bccbbb34f3be09ff6fb6ab51b7b6"
+
 [[package]]
 name = "winapi-util"
 version = "0.1.8"
@@ -1179,6 +3589,31 @@ dependencies = [
  "windows-sys 0.52.0",
 ]
 
+[[package]]
+name = "winapi-x86_64-pc-windows-gnu"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "712e227841d057c1ee1cd2fb22fa7e5a5461ae8e48fa2ca79ec42cfc1931183f"
+
+[[package]]
+name = "windows"
+version = "0.52.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e48a53791691ab099e5e2ad123536d0fff50652600abaf43bbf952894110d0be"
+dependencies = [
+ "windows-core",
+ "windows-targets 0.52.5",
+]
+
+[[package]]
+name = "windows-core"
+version = "0.52.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "33ab640c8d7e35bf8ba19b884ba838ceb4fba93a4e8c65a9059d08afcfc683d9"
+dependencies = [
+ "windows-targets 0.52.5",
+]
+
 [[package]]
 name = "windows-sys"
 version = "0.48.0"
@@ -1317,3 +3752,87 @@ name = "windows_x86_64_msvc"
 version = "0.52.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "bec47e5bfd1bff0eeaf6d8b485cc1074891a197ab4225d504cb7a1ab88b02bf0"
+
+[[package]]
+name = "wio"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5d129932f4644ac2396cb456385cbf9e63b5b30c6e8dc4820bdca4eb082037a5"
+dependencies = [
+ "winapi",
+]
+
+[[package]]
+name = "xxhash-rust"
+version = "0.8.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "63658493314859b4dfdf3fb8c1defd61587839def09582db50b8a4e93afca6bb"
+
+[[package]]
+name = "yeslogic-fontconfig-sys"
+version = "5.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ffb6b23999a8b1a997bf47c7bb4d19ad4029c3327bb3386ebe0a5ff584b33c7a"
+dependencies = [
+ "cstr",
+ "dlib",
+ "once_cell",
+ "pkg-config",
+]
+
+[[package]]
+name = "zerocopy"
+version = "0.7.35"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1b9b4fd18abc82b8136838da5d50bae7bdea537c574d8dc1a34ed098d6c166f0"
+dependencies = [
+ "zerocopy-derive",
+]
+
+[[package]]
+name = "zerocopy-derive"
+version = "0.7.35"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fa4f8080344d4671fb4e831a13ad1e68092748387dfc4f55e356242fae12ce3e"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.61",
+]
+
+[[package]]
+name = "zigzag"
+version = "0.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "70b40401a28d86ce16a330b863b86fd7dbee4d7c940587ab09ab8c019f9e3fdf"
+dependencies = [
+ "num-traits",
+]
+
+[[package]]
+name = "zstd"
+version = "0.13.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fcf2b778a664581e31e389454a7072dab1647606d44f7feea22cd5abb9c9f3f9"
+dependencies = [
+ "zstd-safe",
+]
+
+[[package]]
+name = "zstd-safe"
+version = "7.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fa556e971e7b568dc775c136fc9de8c779b1c2fc3a63defaafadffdbd3181afa"
+dependencies = [
+ "zstd-sys",
+]
+
+[[package]]
+name = "zstd-sys"
+version = "2.0.11+zstd.1.5.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "75652c55c0b6f3e6f12eb786fe1bc960396bf05a1eb3bf1f3691c3610ac2e6d4"
+dependencies = [
+ "cc",
+ "pkg-config",
+]
diff --git a/rust/Cargo.toml b/rust/Cargo.toml
index 666259b2b2..8f207d049c 100644
--- a/rust/Cargo.toml
+++ b/rust/Cargo.toml
@@ -14,4 +14,4 @@
 # limitations under the License.
 #
 [workspace]
-members = ["libs/proto", "libs/ngt", "libs/ngt-rs", "bin/agent"]
+members = ["libs/proto", "libs/ngt", "libs/ngt-rs", "bin/agent", "libs/kvs"]
diff --git a/rust/benchmark.csv b/rust/benchmark.csv
new file mode 100644
index 0000000000..589520fb44
--- /dev/null
+++ b/rust/benchmark.csv
@@ -0,0 +1,261 @@
+name,operation,key size(B),value size(B),thread,operation count,time(ns),vmrss(KB),file size(B)
+Kv,set,64,256,1,522205,3000112712,317816,312320
+Kv,get,64,256,1,523300,3000112712,317816,312320
+Kv,set,64,256,1,985988,6000261391,594008,505344
+Kv,get,64,256,1,987134,6000261391,594008,505344
+Kv,set,64,256,1,1262682,9000432402,731848,751616
+Kv,get,64,256,1,1263727,9000432402,731848,751616
+Kv,set,64,256,1,1653831,12000590839,950996,982016
+Kv,get,64,256,1,1655176,12000590839,950996,982016
+Kv,set,64,256,1,1944893,15000749718,1094188,1272320
+Kv,get,64,256,1,1946687,15000749718,1094188,1272320
+Kv,set,64,256,1,2290509,18000920398,1268912,1571328
+Kv,get,64,256,1,2292547,18000920398,1268912,1571328
+Kv,set,64,256,1,2621317,21001117489,1385960,1807360
+Kv,get,64,256,1,2624071,21001117489,1385960,1807360
+Kv,set,64,256,1,2889821,24001279744,1411048,2089984
+Kv,get,64,256,1,2892243,24001279744,1411048,2089984
+Kv,set,64,256,1,3185581,27001430927,1416420,2285568
+Kv,get,64,256,1,3187497,27001430927,1416420,2285568
+Kv,set,64,256,1,3460224,30001604523,1445196,2534912
+Kv,get,64,256,1,3460806,30001604523,1445196,2534912
+Kv,set,64,256,16,1984351,3000977525,3768896,1434592
+Kv,get,64,256,16,1985129,3000977525,3768896,1434592
+Kv,set,64,256,16,3507324,6001176920,5249344,2947072
+Kv,get,64,256,16,3508414,6001176920,5249344,2947072
+Kv,set,64,256,16,4657958,9001354844,5533248,3871752
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+Kv,get,16384,256,1,3529,27005320005,10685864,78246
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+Kv,get,16384,256,1,3529,30006087539,10685864,78246
diff --git a/rust/benchmark.ipynb b/rust/benchmark.ipynb
new file mode 100644
index 0000000000..472ebf5ab5
--- /dev/null
+++ b/rust/benchmark.ipynb
@@ -0,0 +1,1411 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "71346f67-0176-46e3-9336-3fc4c5ced17f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       "    div#notebook-container    { width: 95%; }\n",
+       "    div#menubar-container     { width: 65%; }\n",
+       "    div#maintoolbar-container { width: 99%; }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%HTML\n",
+    "<style>\n",
+    "    div#notebook-container    { width: 95%; }\n",
+    "    div#menubar-container     { width: 65%; }\n",
+    "    div#maintoolbar-container { width: 99%; }\n",
+    "</style>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "81511e13-0d43-4f59-8cc0-e0b9de783a18",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import polars as pl\n",
+    "import holoviews as hv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "89607ec3-bb8f-46e8-b81c-64e658c587af",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pl.read_csv(\"range.csv\").with_columns(pl.concat_str([pl.col(\"name\"), pl.col(\"operation\"), pl.col(\"key size(B)\"), pl.col(\"value size(B)\"), pl.col(\"thread\")], separator=\"/\").alias(\"label\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "b8cdbbce-63cb-4aa9-b76a-8c266d56e731",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_set = df.filter(pl.col(\"operation\") == \"set\")\n",
+    "df_get = df.filter(pl.col(\"operation\") == \"get\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "7d2b5e24-fd1d-4ba2-995e-4bfb6cf9911e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def grid_plot(df, x, y, cols=2, thread=16):\n",
+    "    plots = []\n",
+    "    for k in [2 ** 2, 2 ** 4, 2 ** 6, 2 ** 8, 2 ** 10, 2 ** 12, 2 ** 14]:\n",
+    "        for v in [1024]:\n",
+    "            plots.append((df\n",
+    "                .filter(pl.col(\"key size(B)\") == k)\n",
+    "                .filter(pl.col(\"value size(B)\") == v)\n",
+    "                .filter(pl.col(\"thread\") == thread)\n",
+    "                .plot.scatter(x=x, y=y, by=\"label\")\n",
+    "            ))\n",
+    "    grid = hv.Layout(plots).cols(cols)\n",
+    "    grid.opts(hv.opts.Scatter(tools=['hover']))\n",
+    "    return grid"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "152742dc-0885-4587-8762-422e1f6426e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "%opts magic unavailable (pyparsing cannot be imported)\n",
+      "%compositor magic unavailable (pyparsing cannot be imported)\n"
+     ]
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function now() {\n",
+       "    return new Date();\n",
+       "  }\n",
+       "\n",
+       "  var force = true;\n",
+       "  var py_version = '3.4.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
+       "  var reloading = false;\n",
+       "  var Bokeh = root.Bokeh;\n",
+       "\n",
+       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n",
+       "    root._bokeh_timeout = Date.now() + 5000;\n",
+       "    root._bokeh_failed_load = false;\n",
+       "  }\n",
+       "\n",
+       "  function run_callbacks() {\n",
+       "    try {\n",
+       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
+       "        if (callback != null)\n",
+       "          callback();\n",
+       "      });\n",
+       "    } finally {\n",
+       "      delete root._bokeh_onload_callbacks;\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
+       "  }\n",
+       "\n",
+       "  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n",
+       "    if (css_urls == null) css_urls = [];\n",
+       "    if (js_urls == null) js_urls = [];\n",
+       "    if (js_modules == null) js_modules = [];\n",
+       "    if (js_exports == null) js_exports = {};\n",
+       "\n",
+       "    root._bokeh_onload_callbacks.push(callback);\n",
+       "\n",
+       "    if (root._bokeh_is_loading > 0) {\n",
+       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
+       "      return null;\n",
+       "    }\n",
+       "    if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n",
+       "      run_callbacks();\n",
+       "      return null;\n",
+       "    }\n",
+       "    if (!reloading) {\n",
+       "      console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
+       "    }\n",
+       "\n",
+       "    function on_load() {\n",
+       "      root._bokeh_is_loading--;\n",
+       "      if (root._bokeh_is_loading === 0) {\n",
+       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
+       "        run_callbacks()\n",
+       "      }\n",
+       "    }\n",
+       "    window._bokeh_on_load = on_load\n",
+       "\n",
+       "    function on_error() {\n",
+       "      console.error(\"failed to load \" + url);\n",
+       "    }\n",
+       "\n",
+       "    var skip = [];\n",
+       "    if (window.requirejs) {\n",
+       "      window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n",
+       "      root._bokeh_is_loading = css_urls.length + 0;\n",
+       "    } else {\n",
+       "      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
+       "    }\n",
+       "\n",
+       "    var existing_stylesheets = []\n",
+       "    var links = document.getElementsByTagName('link')\n",
+       "    for (var i = 0; i < links.length; i++) {\n",
+       "      var link = links[i]\n",
+       "      if (link.href != null) {\n",
+       "\texisting_stylesheets.push(link.href)\n",
+       "      }\n",
+       "    }\n",
+       "    for (var i = 0; i < css_urls.length; i++) {\n",
+       "      var url = css_urls[i];\n",
+       "      if (existing_stylesheets.indexOf(url) !== -1) {\n",
+       "\ton_load()\n",
+       "\tcontinue;\n",
+       "      }\n",
+       "      const element = document.createElement(\"link\");\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.rel = \"stylesheet\";\n",
+       "      element.type = \"text/css\";\n",
+       "      element.href = url;\n",
+       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
+       "      document.body.appendChild(element);\n",
+       "    }    var existing_scripts = []\n",
+       "    var scripts = document.getElementsByTagName('script')\n",
+       "    for (var i = 0; i < scripts.length; i++) {\n",
+       "      var script = scripts[i]\n",
+       "      if (script.src != null) {\n",
+       "\texisting_scripts.push(script.src)\n",
+       "      }\n",
+       "    }\n",
+       "    for (var i = 0; i < js_urls.length; i++) {\n",
+       "      var url = js_urls[i];\n",
+       "      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n",
+       "\tif (!window.requirejs) {\n",
+       "\t  on_load();\n",
+       "\t}\n",
+       "\tcontinue;\n",
+       "      }\n",
+       "      var element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "    for (var i = 0; i < js_modules.length; i++) {\n",
+       "      var url = js_modules[i];\n",
+       "      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n",
+       "\tif (!window.requirejs) {\n",
+       "\t  on_load();\n",
+       "\t}\n",
+       "\tcontinue;\n",
+       "      }\n",
+       "      var element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      element.type = \"module\";\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "    for (const name in js_exports) {\n",
+       "      var url = js_exports[name];\n",
+       "      if (skip.indexOf(url) >= 0 || root[name] != null) {\n",
+       "\tif (!window.requirejs) {\n",
+       "\t  on_load();\n",
+       "\t}\n",
+       "\tcontinue;\n",
+       "      }\n",
+       "      var element = document.createElement('script');\n",
+       "      element.onerror = on_error;\n",
+       "      element.async = false;\n",
+       "      element.type = \"module\";\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      element.textContent = `\n",
+       "      import ${name} from \"${url}\"\n",
+       "      window.${name} = ${name}\n",
+       "      window._bokeh_on_load()\n",
+       "      `\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "    if (!js_urls.length && !js_modules.length) {\n",
+       "      on_load()\n",
+       "    }\n",
+       "  };\n",
+       "\n",
+       "  function inject_raw_css(css) {\n",
+       "    const element = document.createElement(\"style\");\n",
+       "    element.appendChild(document.createTextNode(css));\n",
+       "    document.body.appendChild(element);\n",
+       "  }\n",
+       "\n",
+       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.2.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/panel.min.js\"];\n",
+       "  var js_modules = [];\n",
+       "  var js_exports = {};\n",
+       "  var css_urls = [];\n",
+       "  var inline_js = [    function(Bokeh) {\n",
+       "      Bokeh.set_log_level(\"info\");\n",
+       "    },\n",
+       "function(Bokeh) {} // ensure no trailing comma for IE\n",
+       "  ];\n",
+       "\n",
+       "  function run_inline_js() {\n",
+       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
+       "      for (var i = 0; i < inline_js.length; i++) {\n",
+       "\ttry {\n",
+       "          inline_js[i].call(root, root.Bokeh);\n",
+       "\t} catch(e) {\n",
+       "\t  if (!reloading) {\n",
+       "\t    throw e;\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "      // Cache old bokeh versions\n",
+       "      if (Bokeh != undefined && !reloading) {\n",
+       "\tvar NewBokeh = root.Bokeh;\n",
+       "\tif (Bokeh.versions === undefined) {\n",
+       "\t  Bokeh.versions = new Map();\n",
+       "\t}\n",
+       "\tif (NewBokeh.version !== Bokeh.version) {\n",
+       "\t  Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
+       "\t}\n",
+       "\troot.Bokeh = Bokeh;\n",
+       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(run_inline_js, 100);\n",
+       "    } else if (!root._bokeh_failed_load) {\n",
+       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
+       "      root._bokeh_failed_load = true;\n",
+       "    }\n",
+       "    root._bokeh_is_initializing = false\n",
+       "  }\n",
+       "\n",
+       "  function load_or_wait() {\n",
+       "    // Implement a backoff loop that tries to ensure we do not load multiple\n",
+       "    // versions of Bokeh and its dependencies at the same time.\n",
+       "    // In recent versions we use the root._bokeh_is_initializing flag\n",
+       "    // to determine whether there is an ongoing attempt to initialize\n",
+       "    // bokeh, however for backward compatibility we also try to ensure\n",
+       "    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
+       "    // before older versions are fully initialized.\n",
+       "    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
+       "      root._bokeh_is_initializing = false;\n",
+       "      root._bokeh_onload_callbacks = undefined;\n",
+       "      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
+       "      load_or_wait();\n",
+       "    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
+       "      setTimeout(load_or_wait, 100);\n",
+       "    } else {\n",
+       "      root._bokeh_is_initializing = true\n",
+       "      root._bokeh_onload_callbacks = []\n",
+       "      var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n",
+       "      if (!reloading && !bokeh_loaded) {\n",
+       "\troot.Bokeh = undefined;\n",
+       "      }\n",
+       "      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
+       "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
+       "\trun_inline_js();\n",
+       "      });\n",
+       "    }\n",
+       "  }\n",
+       "  // Give older versions of the autoload script a head-start to ensure\n",
+       "  // they initialize before we start loading newer version.\n",
+       "  setTimeout(load_or_wait, 100)\n",
+       "}(window));"
+      ],
+      "application/vnd.holoviews_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n  var py_version = '3.4.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  var reloading = false;\n  var Bokeh = root.Bokeh;\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks;\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n    if (js_exports == null) js_exports = {};\n\n    root._bokeh_onload_callbacks.push(callback);\n\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n      run_callbacks();\n      return null;\n    }\n    if (!reloading) {\n      console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    }\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n    window._bokeh_on_load = on_load\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    var skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n      root._bokeh_is_loading = css_urls.length + 0;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n    }\n\n    var existing_stylesheets = []\n    var links = document.getElementsByTagName('link')\n    for (var i = 0; i < links.length; i++) {\n      var link = links[i]\n      if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n      }\n    }\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n      }\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }    var existing_scripts = []\n    var scripts = document.getElementsByTagName('script')\n    for (var i = 0; i < scripts.length; i++) {\n      var script = scripts[i]\n      if (script.src != null) {\n\texisting_scripts.push(script.src)\n      }\n    }\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (var i = 0; i < js_modules.length; i++) {\n      var url = js_modules[i];\n      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (const name in js_exports) {\n      var url = js_exports[name];\n      if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.2.min.js\", \"https://cdn.holoviz.org/panel/1.4.4/dist/panel.min.js\"];\n  var js_modules = [];\n  var js_exports = {};\n  var css_urls = [];\n  var inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n\ttry {\n          inline_js[i].call(root, root.Bokeh);\n\t} catch(e) {\n\t  if (!reloading) {\n\t    throw e;\n\t  }\n\t}\n      }\n      // Cache old bokeh versions\n      if (Bokeh != undefined && !reloading) {\n\tvar NewBokeh = root.Bokeh;\n\tif (Bokeh.versions === undefined) {\n\t  Bokeh.versions = new Map();\n\t}\n\tif (NewBokeh.version !== Bokeh.version) {\n\t  Bokeh.versions.set(NewBokeh.version, NewBokeh)\n\t}\n\troot.Bokeh = Bokeh;\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n    root._bokeh_is_initializing = false\n  }\n\n  function load_or_wait() {\n    // Implement a backoff loop that tries to ensure we do not load multiple\n    // versions of Bokeh and its dependencies at the same time.\n    // In recent versions we use the root._bokeh_is_initializing flag\n    // to determine whether there is an ongoing attempt to initialize\n    // bokeh, however for backward compatibility we also try to ensure\n    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n    // before older versions are fully initialized.\n    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n      root._bokeh_is_initializing = false;\n      root._bokeh_onload_callbacks = undefined;\n      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n      load_or_wait();\n    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n      setTimeout(load_or_wait, 100);\n    } else {\n      root._bokeh_is_initializing = true\n      root._bokeh_onload_callbacks = []\n      var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n      if (!reloading && !bokeh_loaded) {\n\troot.Bokeh = undefined;\n      }\n      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n\trun_inline_js();\n      });\n    }\n  }\n  // Give older versions of the autoload script a head-start to ensure\n  // they initialize before we start loading newer version.\n  setTimeout(load_or_wait, 100)\n}(window));"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "\n",
+       "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
+       "  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n",
+       "}\n",
+       "\n",
+       "\n",
+       "    function JupyterCommManager() {\n",
+       "    }\n",
+       "\n",
+       "    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
+       "      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
+       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
+       "        comm_manager.register_target(comm_id, function(comm) {\n",
+       "          comm.on_msg(msg_handler);\n",
+       "        });\n",
+       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
+       "        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
+       "          comm.onMsg = msg_handler;\n",
+       "        });\n",
+       "      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
+       "        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n",
+       "          var messages = comm.messages[Symbol.asyncIterator]();\n",
+       "          function processIteratorResult(result) {\n",
+       "            var message = result.value;\n",
+       "            console.log(message)\n",
+       "            var content = {data: message.data, comm_id};\n",
+       "            var buffers = []\n",
+       "            for (var buffer of message.buffers || []) {\n",
+       "              buffers.push(new DataView(buffer))\n",
+       "            }\n",
+       "            var metadata = message.metadata || {};\n",
+       "            var msg = {content, buffers, metadata}\n",
+       "            msg_handler(msg);\n",
+       "            return messages.next().then(processIteratorResult);\n",
+       "          }\n",
+       "          return messages.next().then(processIteratorResult);\n",
+       "        })\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
+       "      if (comm_id in window.PyViz.comms) {\n",
+       "        return window.PyViz.comms[comm_id];\n",
+       "      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
+       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
+       "        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
+       "        if (msg_handler) {\n",
+       "          comm.on_msg(msg_handler);\n",
+       "        }\n",
+       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
+       "        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
+       "        comm.open();\n",
+       "        if (msg_handler) {\n",
+       "          comm.onMsg = msg_handler;\n",
+       "        }\n",
+       "      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
+       "        var comm_promise = google.colab.kernel.comms.open(comm_id)\n",
+       "        comm_promise.then((comm) => {\n",
+       "          window.PyViz.comms[comm_id] = comm;\n",
+       "          if (msg_handler) {\n",
+       "            var messages = comm.messages[Symbol.asyncIterator]();\n",
+       "            function processIteratorResult(result) {\n",
+       "              var message = result.value;\n",
+       "              var content = {data: message.data};\n",
+       "              var metadata = message.metadata || {comm_id};\n",
+       "              var msg = {content, metadata}\n",
+       "              msg_handler(msg);\n",
+       "              return messages.next().then(processIteratorResult);\n",
+       "            }\n",
+       "            return messages.next().then(processIteratorResult);\n",
+       "          }\n",
+       "        }) \n",
+       "        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n",
+       "          return comm_promise.then((comm) => {\n",
+       "            comm.send(data, metadata, buffers, disposeOnDone);\n",
+       "          });\n",
+       "        };\n",
+       "        var comm = {\n",
+       "          send: sendClosure\n",
+       "        };\n",
+       "      }\n",
+       "      window.PyViz.comms[comm_id] = comm;\n",
+       "      return comm;\n",
+       "    }\n",
+       "    window.PyViz.comm_manager = new JupyterCommManager();\n",
+       "    \n",
+       "\n",
+       "\n",
+       "var JS_MIME_TYPE = 'application/javascript';\n",
+       "var HTML_MIME_TYPE = 'text/html';\n",
+       "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
+       "var CLASS_NAME = 'output';\n",
+       "\n",
+       "/**\n",
+       " * Render data to the DOM node\n",
+       " */\n",
+       "function render(props, node) {\n",
+       "  var div = document.createElement(\"div\");\n",
+       "  var script = document.createElement(\"script\");\n",
+       "  node.appendChild(div);\n",
+       "  node.appendChild(script);\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle when a new output is added\n",
+       " */\n",
+       "function handle_add_output(event, handle) {\n",
+       "  var output_area = handle.output_area;\n",
+       "  var output = handle.output;\n",
+       "  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
+       "    return\n",
+       "  }\n",
+       "  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
+       "  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
+       "  if (id !== undefined) {\n",
+       "    var nchildren = toinsert.length;\n",
+       "    var html_node = toinsert[nchildren-1].children[0];\n",
+       "    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "    var scripts = [];\n",
+       "    var nodelist = html_node.querySelectorAll(\"script\");\n",
+       "    for (var i in nodelist) {\n",
+       "      if (nodelist.hasOwnProperty(i)) {\n",
+       "        scripts.push(nodelist[i])\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    scripts.forEach( function (oldScript) {\n",
+       "      var newScript = document.createElement(\"script\");\n",
+       "      var attrs = [];\n",
+       "      var nodemap = oldScript.attributes;\n",
+       "      for (var j in nodemap) {\n",
+       "        if (nodemap.hasOwnProperty(j)) {\n",
+       "          attrs.push(nodemap[j])\n",
+       "        }\n",
+       "      }\n",
+       "      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
+       "      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
+       "      oldScript.parentNode.replaceChild(newScript, oldScript);\n",
+       "    });\n",
+       "    if (JS_MIME_TYPE in output.data) {\n",
+       "      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
+       "    }\n",
+       "    output_area._hv_plot_id = id;\n",
+       "    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
+       "      window.PyViz.plot_index[id] = Bokeh.index[id];\n",
+       "    } else {\n",
+       "      window.PyViz.plot_index[id] = null;\n",
+       "    }\n",
+       "  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
+       "    var bk_div = document.createElement(\"div\");\n",
+       "    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "    var script_attrs = bk_div.children[0].attributes;\n",
+       "    for (var i = 0; i < script_attrs.length; i++) {\n",
+       "      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
+       "    }\n",
+       "    // store reference to server id on output_area\n",
+       "    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle when an output is cleared or removed\n",
+       " */\n",
+       "function handle_clear_output(event, handle) {\n",
+       "  var id = handle.cell.output_area._hv_plot_id;\n",
+       "  var server_id = handle.cell.output_area._bokeh_server_id;\n",
+       "  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
+       "  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
+       "  if (server_id !== null) {\n",
+       "    comm.send({event_type: 'server_delete', 'id': server_id});\n",
+       "    return;\n",
+       "  } else if (comm !== null) {\n",
+       "    comm.send({event_type: 'delete', 'id': id});\n",
+       "  }\n",
+       "  delete PyViz.plot_index[id];\n",
+       "  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
+       "    var doc = window.Bokeh.index[id].model.document\n",
+       "    doc.clear();\n",
+       "    const i = window.Bokeh.documents.indexOf(doc);\n",
+       "    if (i > -1) {\n",
+       "      window.Bokeh.documents.splice(i, 1);\n",
+       "    }\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle kernel restart event\n",
+       " */\n",
+       "function handle_kernel_cleanup(event, handle) {\n",
+       "  delete PyViz.comms[\"hv-extension-comm\"];\n",
+       "  window.PyViz.plot_index = {}\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle update_display_data messages\n",
+       " */\n",
+       "function handle_update_output(event, handle) {\n",
+       "  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
+       "  handle_add_output(event, handle)\n",
+       "}\n",
+       "\n",
+       "function register_renderer(events, OutputArea) {\n",
+       "  function append_mime(data, metadata, element) {\n",
+       "    // create a DOM node to render to\n",
+       "    var toinsert = this.create_output_subarea(\n",
+       "    metadata,\n",
+       "    CLASS_NAME,\n",
+       "    EXEC_MIME_TYPE\n",
+       "    );\n",
+       "    this.keyboard_manager.register_events(toinsert);\n",
+       "    // Render to node\n",
+       "    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
+       "    render(props, toinsert[0]);\n",
+       "    element.append(toinsert);\n",
+       "    return toinsert\n",
+       "  }\n",
+       "\n",
+       "  events.on('output_added.OutputArea', handle_add_output);\n",
+       "  events.on('output_updated.OutputArea', handle_update_output);\n",
+       "  events.on('clear_output.CodeCell', handle_clear_output);\n",
+       "  events.on('delete.Cell', handle_clear_output);\n",
+       "  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
+       "\n",
+       "  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
+       "    safe: true,\n",
+       "    index: 0\n",
+       "  });\n",
+       "}\n",
+       "\n",
+       "if (window.Jupyter !== undefined) {\n",
+       "  try {\n",
+       "    var events = require('base/js/events');\n",
+       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
+       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+       "      register_renderer(events, OutputArea);\n",
+       "    }\n",
+       "  } catch(err) {\n",
+       "  }\n",
+       "}\n"
+      ],
+      "application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n          var messages = comm.messages[Symbol.asyncIterator]();\n          function processIteratorResult(result) {\n            var message = result.value;\n            console.log(message)\n            var content = {data: message.data, comm_id};\n            var buffers = []\n            for (var buffer of message.buffers || []) {\n              buffers.push(new DataView(buffer))\n            }\n            var metadata = message.metadata || {};\n            var msg = {content, buffers, metadata}\n            msg_handler(msg);\n            return messages.next().then(processIteratorResult);\n          }\n          return messages.next().then(processIteratorResult);\n        })\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n        if (msg_handler) {\n          comm.on_msg(msg_handler);\n        }\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n        comm.open();\n        if (msg_handler) {\n          comm.onMsg = msg_handler;\n        }\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        var comm_promise = google.colab.kernel.comms.open(comm_id)\n        comm_promise.then((comm) => {\n          window.PyViz.comms[comm_id] = comm;\n          if (msg_handler) {\n            var messages = comm.messages[Symbol.asyncIterator]();\n            function processIteratorResult(result) {\n              var message = result.value;\n              var content = {data: message.data};\n              var metadata = message.metadata || {comm_id};\n              var msg = {content, metadata}\n              msg_handler(msg);\n              return messages.next().then(processIteratorResult);\n            }\n            return messages.next().then(processIteratorResult);\n          }\n        }) \n        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n          return comm_promise.then((comm) => {\n            comm.send(data, metadata, buffers, disposeOnDone);\n          });\n        };\n        var comm = {\n          send: sendClosure\n        };\n      }\n      window.PyViz.comms[comm_id] = comm;\n      return comm;\n    }\n    window.PyViz.comm_manager = new JupyterCommManager();\n    \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    var html_node = toinsert[nchildren-1].children[0];\n    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n    var scripts = [];\n    var nodelist = html_node.querySelectorAll(\"script\");\n    for (var i in nodelist) {\n      if (nodelist.hasOwnProperty(i)) {\n        scripts.push(nodelist[i])\n      }\n    }\n\n    scripts.forEach( function (oldScript) {\n      var newScript = document.createElement(\"script\");\n      var attrs = [];\n      var nodemap = oldScript.attributes;\n      for (var j in nodemap) {\n        if (nodemap.hasOwnProperty(j)) {\n          attrs.push(nodemap[j])\n        }\n      }\n      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n      oldScript.parentNode.replaceChild(newScript, oldScript);\n    });\n    if (JS_MIME_TYPE in output.data) {\n      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    }\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n    var bk_div = document.createElement(\"div\");\n    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n    var script_attrs = bk_div.children[0].attributes;\n    for (var i = 0; i < script_attrs.length; i++) {\n      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n    }\n    // store reference to server id on output_area\n    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n  }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    EXEC_MIME_TYPE\n    );\n    this.keyboard_manager.register_events(toinsert);\n    // Render to node\n    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n    render(props, toinsert[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<style>*[data-root-id],\n",
+       "*[data-root-id] > * {\n",
+       "  box-sizing: border-box;\n",
+       "  font-family: var(--jp-ui-font-family);\n",
+       "  font-size: var(--jp-ui-font-size1);\n",
+       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
+       "}\n",
+       "\n",
+       "/* Override VSCode background color */\n",
+       ".cell-output-ipywidget-background:has(\n",
+       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
+       "  ),\n",
+       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "</style>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.holoviews_exec.v0+json": "",
+      "text/html": [
+       "<div id='p1002'>\n",
+       "  <div id=\"bdab1873-a5d4-4f32-b862-5722a4b84691\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
+       "</div>\n",
+       "<script type=\"application/javascript\">(function(root) {\n",
+       "  var docs_json = {\"9187c313-cd1b-4988-a4c1-dddf36ae4f7f\":{\"version\":\"3.4.2\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"p1002\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"p1003\",\"attributes\":{\"plot_id\":\"p1002\",\"comm_id\":\"6f9df919057a4cadbe02dbbabcada6fc\",\"client_comm_id\":\"45d5cff47d8f4bd6a83997ce7bf49fa0\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
+       "  var render_items = [{\"docid\":\"9187c313-cd1b-4988-a4c1-dddf36ae4f7f\",\"roots\":{\"p1002\":\"bdab1873-a5d4-4f32-b862-5722a4b84691\"},\"root_ids\":[\"p1002\"]}];\n",
+       "  var docs = Object.values(docs_json)\n",
+       "  if (!docs) {\n",
+       "    return\n",
+       "  }\n",
+       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    for (const render_item of render_items) {\n",
+       "      for (const root_id of render_item.root_ids) {\n",
+       "\tconst id_el = document.getElementById(root_id)\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
+       "\t  const root_el = id_el.children[0]\n",
+       "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  function get_bokeh(root) {\n",
+       "    if (root.Bokeh === undefined) {\n",
+       "      return null\n",
+       "    } else if (root.Bokeh.version !== py_version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "\treturn null\n",
+       "      }\n",
+       "      return root.Bokeh.versions.get(py_version);\n",
+       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh\n",
+       "    }\n",
+       "    return null\n",
+       "  }\n",
+       "  function is_loaded(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
+       "  }\n",
+       "  if (is_loaded(root)) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    var attempts = 0;\n",
+       "    var timer = setInterval(function(root) {\n",
+       "      if (is_loaded(root)) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else if (document.readyState == \"complete\") {\n",
+       "        attempts++;\n",
+       "        if (attempts > 200) {\n",
+       "          clearInterval(timer);\n",
+       "\t  var Bokeh = get_bokeh(root)\n",
+       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
+       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
+       "\t  } else {\n",
+       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
+       "\t    embed_document(root)\n",
+       "\t  }\n",
+       "        }\n",
+       "      }\n",
+       "    }, 25, root)\n",
+       "  }\n",
+       "})(window);</script>"
+      ]
+     },
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "p1002"
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {},
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.holoviews_exec.v0+json": "",
+      "text/html": [
+       "<div id='p1004'>\n",
+       "  <div id=\"b1a5abfa-4731-4bd0-814b-b45c0d123c0b\" data-root-id=\"p1004\" style=\"display: contents;\"></div>\n",
+       "</div>\n",
+       "<script type=\"application/javascript\">(function(root) {\n",
+       "  var docs_json = {\"1ecc8640-e369-4674-8a79-90734c6a2eec\":{\"version\":\"3.4.2\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p1004\",\"attributes\":{\"name\":\"Row01995\",\"tags\":[\"embedded\"],\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n  background-color: #c3c3c3;\\n  mask-size: auto calc(min(50%, 400px));\\n  -webkit-mask-size: auto calc(min(50%, 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+       "  var render_items = [{\"docid\":\"1ecc8640-e369-4674-8a79-90734c6a2eec\",\"roots\":{\"p1004\":\"b1a5abfa-4731-4bd0-814b-b45c0d123c0b\"},\"root_ids\":[\"p1004\"]}];\n",
+       "  var docs = Object.values(docs_json)\n",
+       "  if (!docs) {\n",
+       "    return\n",
+       "  }\n",
+       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    for (const render_item of render_items) {\n",
+       "      for (const root_id of render_item.root_ids) {\n",
+       "\tconst id_el = document.getElementById(root_id)\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
+       "\t  const root_el = id_el.children[0]\n",
+       "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  function get_bokeh(root) {\n",
+       "    if (root.Bokeh === undefined) {\n",
+       "      return null\n",
+       "    } else if (root.Bokeh.version !== py_version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "\treturn null\n",
+       "      }\n",
+       "      return root.Bokeh.versions.get(py_version);\n",
+       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh\n",
+       "    }\n",
+       "    return null\n",
+       "  }\n",
+       "  function is_loaded(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
+       "  }\n",
+       "  if (is_loaded(root)) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    var attempts = 0;\n",
+       "    var timer = setInterval(function(root) {\n",
+       "      if (is_loaded(root)) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else if (document.readyState == \"complete\") {\n",
+       "        attempts++;\n",
+       "        if (attempts > 200) {\n",
+       "          clearInterval(timer);\n",
+       "\t  var Bokeh = get_bokeh(root)\n",
+       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
+       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
+       "\t  } else {\n",
+       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
+       "\t    embed_document(root)\n",
+       "\t  }\n",
+       "        }\n",
+       "      }\n",
+       "    }, 25, root)\n",
+       "  }\n",
+       "})(window);</script>"
+      ],
+      "text/plain": [
+       ":Layout\n",
+       "   .NdOverlay.I   :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)\n",
+       "   .NdOverlay.II  :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)\n",
+       "   .NdOverlay.III :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)\n",
+       "   .NdOverlay.IV  :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)\n",
+       "   .NdOverlay.V   :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)\n",
+       "   .NdOverlay.VI  :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)\n",
+       "   .NdOverlay.VII :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "p1004"
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_plot(df_get, \"time(ns)\", \"operation count\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "aebbcf91-0f7e-41d2-97b0-332207326e27",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {},
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.holoviews_exec.v0+json": "",
+      "text/html": [
+       "<div id='p1796'>\n",
+       "  <div id=\"df20598e-7d25-4057-adf6-d2d50ea6d47a\" data-root-id=\"p1796\" style=\"display: contents;\"></div>\n",
+       "</div>\n",
+       "<script type=\"application/javascript\">(function(root) {\n",
+       "  var docs_json = {\"0c5f2ae1-9fea-4fb3-9bf1-91846d856963\":{\"version\":\"3.4.2\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p1796\",\"attributes\":{\"name\":\"Row03878\",\"tags\":[\"embedded\"],\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n  background-color: #c3c3c3;\\n  mask-size: auto calc(min(50%, 400px));\\n  -webkit-mask-size: auto calc(min(50%, 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+       "  var render_items = [{\"docid\":\"0c5f2ae1-9fea-4fb3-9bf1-91846d856963\",\"roots\":{\"p1796\":\"df20598e-7d25-4057-adf6-d2d50ea6d47a\"},\"root_ids\":[\"p1796\"]}];\n",
+       "  var docs = Object.values(docs_json)\n",
+       "  if (!docs) {\n",
+       "    return\n",
+       "  }\n",
+       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    for (const render_item of render_items) {\n",
+       "      for (const root_id of render_item.root_ids) {\n",
+       "\tconst id_el = document.getElementById(root_id)\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
+       "\t  const root_el = id_el.children[0]\n",
+       "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  function get_bokeh(root) {\n",
+       "    if (root.Bokeh === undefined) {\n",
+       "      return null\n",
+       "    } else if (root.Bokeh.version !== py_version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "\treturn null\n",
+       "      }\n",
+       "      return root.Bokeh.versions.get(py_version);\n",
+       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh\n",
+       "    }\n",
+       "    return null\n",
+       "  }\n",
+       "  function is_loaded(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
+       "  }\n",
+       "  if (is_loaded(root)) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    var attempts = 0;\n",
+       "    var timer = setInterval(function(root) {\n",
+       "      if (is_loaded(root)) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else if (document.readyState == \"complete\") {\n",
+       "        attempts++;\n",
+       "        if (attempts > 200) {\n",
+       "          clearInterval(timer);\n",
+       "\t  var Bokeh = get_bokeh(root)\n",
+       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
+       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
+       "\t  } else {\n",
+       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
+       "\t    embed_document(root)\n",
+       "\t  }\n",
+       "        }\n",
+       "      }\n",
+       "    }, 25, root)\n",
+       "  }\n",
+       "})(window);</script>"
+      ],
+      "text/plain": [
+       ":Layout\n",
+       "   .NdOverlay.I   :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)\n",
+       "   .NdOverlay.II  :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)\n",
+       "   .NdOverlay.III :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)\n",
+       "   .NdOverlay.IV  :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)\n",
+       "   .NdOverlay.V   :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)\n",
+       "   .NdOverlay.VI  :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)\n",
+       "   .NdOverlay.VII :NdOverlay   [label]\n",
+       "      :Scatter   [time(ns)]   (operation count)"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "p1796"
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_plot(df_set, \"time(ns)\", \"operation count\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "0bcf7dcf-13c8-4336-976c-916a32f31078",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {},
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.holoviews_exec.v0+json": "",
+      "text/html": [
+       "<div id='p2588'>\n",
+       "  <div id=\"c46f88dc-45d3-4165-9e6f-0e318759128d\" data-root-id=\"p2588\" style=\"display: contents;\"></div>\n",
+       "</div>\n",
+       "<script type=\"application/javascript\">(function(root) {\n",
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+       "  var render_items = [{\"docid\":\"5fed953d-4103-4183-bdb4-3e94c9fd583f\",\"roots\":{\"p2588\":\"c46f88dc-45d3-4165-9e6f-0e318759128d\"},\"root_ids\":[\"p2588\"]}];\n",
+       "  var docs = Object.values(docs_json)\n",
+       "  if (!docs) {\n",
+       "    return\n",
+       "  }\n",
+       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    for (const render_item of render_items) {\n",
+       "      for (const root_id of render_item.root_ids) {\n",
+       "\tconst id_el = document.getElementById(root_id)\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
+       "\t  const root_el = id_el.children[0]\n",
+       "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  function get_bokeh(root) {\n",
+       "    if (root.Bokeh === undefined) {\n",
+       "      return null\n",
+       "    } else if (root.Bokeh.version !== py_version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "\treturn null\n",
+       "      }\n",
+       "      return root.Bokeh.versions.get(py_version);\n",
+       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh\n",
+       "    }\n",
+       "    return null\n",
+       "  }\n",
+       "  function is_loaded(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
+       "  }\n",
+       "  if (is_loaded(root)) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    var attempts = 0;\n",
+       "    var timer = setInterval(function(root) {\n",
+       "      if (is_loaded(root)) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else if (document.readyState == \"complete\") {\n",
+       "        attempts++;\n",
+       "        if (attempts > 200) {\n",
+       "          clearInterval(timer);\n",
+       "\t  var Bokeh = get_bokeh(root)\n",
+       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
+       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
+       "\t  } else {\n",
+       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
+       "\t    embed_document(root)\n",
+       "\t  }\n",
+       "        }\n",
+       "      }\n",
+       "    }, 25, root)\n",
+       "  }\n",
+       "})(window);</script>"
+      ],
+      "text/plain": [
+       ":Layout\n",
+       "   .NdOverlay.I   :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (vmrss(KB))\n",
+       "   .NdOverlay.II  :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (vmrss(KB))\n",
+       "   .NdOverlay.III :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (vmrss(KB))\n",
+       "   .NdOverlay.IV  :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (vmrss(KB))\n",
+       "   .NdOverlay.V   :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (vmrss(KB))\n",
+       "   .NdOverlay.VI  :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (vmrss(KB))\n",
+       "   .NdOverlay.VII :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (vmrss(KB))"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "p2588"
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_plot(df_set, \"operation count\", \"vmrss(KB)\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "0caeade6-150a-4be3-9e2a-4d4ca7792573",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {},
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.holoviews_exec.v0+json": "",
+      "text/html": [
+       "<div id='p3436'>\n",
+       "  <div id=\"d73fbf53-b68b-46bb-93ff-2e024db3df25\" data-root-id=\"p3436\" style=\"display: contents;\"></div>\n",
+       "</div>\n",
+       "<script type=\"application/javascript\">(function(root) {\n",
+       "  var docs_json = {\"901c311c-f015-44a0-af1a-d0c70757dec8\":{\"version\":\"3.4.2\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p3436\",\"attributes\":{\"name\":\"Row07644\",\"tags\":[\"embedded\"],\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n  background-color: #c3c3c3;\\n  mask-size: auto calc(min(50%, 400px));\\n  -webkit-mask-size: auto calc(min(50%, 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fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
+       "  var render_items = [{\"docid\":\"901c311c-f015-44a0-af1a-d0c70757dec8\",\"roots\":{\"p3436\":\"d73fbf53-b68b-46bb-93ff-2e024db3df25\"},\"root_ids\":[\"p3436\"]}];\n",
+       "  var docs = Object.values(docs_json)\n",
+       "  if (!docs) {\n",
+       "    return\n",
+       "  }\n",
+       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    for (const render_item of render_items) {\n",
+       "      for (const root_id of render_item.root_ids) {\n",
+       "\tconst id_el = document.getElementById(root_id)\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
+       "\t  const root_el = id_el.children[0]\n",
+       "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  function get_bokeh(root) {\n",
+       "    if (root.Bokeh === undefined) {\n",
+       "      return null\n",
+       "    } else if (root.Bokeh.version !== py_version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "\treturn null\n",
+       "      }\n",
+       "      return root.Bokeh.versions.get(py_version);\n",
+       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh\n",
+       "    }\n",
+       "    return null\n",
+       "  }\n",
+       "  function is_loaded(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
+       "  }\n",
+       "  if (is_loaded(root)) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    var attempts = 0;\n",
+       "    var timer = setInterval(function(root) {\n",
+       "      if (is_loaded(root)) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else if (document.readyState == \"complete\") {\n",
+       "        attempts++;\n",
+       "        if (attempts > 200) {\n",
+       "          clearInterval(timer);\n",
+       "\t  var Bokeh = get_bokeh(root)\n",
+       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
+       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
+       "\t  } else {\n",
+       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
+       "\t    embed_document(root)\n",
+       "\t  }\n",
+       "        }\n",
+       "      }\n",
+       "    }, 25, root)\n",
+       "  }\n",
+       "})(window);</script>"
+      ],
+      "text/plain": [
+       ":Layout\n",
+       "   .NdOverlay.I   :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (file size(B))\n",
+       "   .NdOverlay.II  :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (file size(B))\n",
+       "   .NdOverlay.III :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (file size(B))\n",
+       "   .NdOverlay.IV  :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (file size(B))\n",
+       "   .NdOverlay.V   :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (file size(B))\n",
+       "   .NdOverlay.VI  :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (file size(B))\n",
+       "   .NdOverlay.VII :NdOverlay   [label]\n",
+       "      :Scatter   [operation count]   (file size(B))"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "p3436"
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_plot(df_set, \"operation count\", \"file size(B)\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "5d093501-e142-4b84-8335-906364a85d2a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {},
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.holoviews_exec.v0+json": "",
+      "text/html": [
+       "<div id='p5132'>\n",
+       "  <div id=\"a9db8f82-af3e-4546-9ccb-b70db6391018\" data-root-id=\"p5132\" style=\"display: contents;\"></div>\n",
+       "</div>\n",
+       "<script type=\"application/javascript\">(function(root) {\n",
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size(B)\"},\"size\":{\"type\":\"value\",\"value\":5.477225575051661},\"line_color\":{\"type\":\"value\",\"value\":\"#e5ae38\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#e5ae38\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#e5ae38\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p5236\",\"attributes\":{\"name\":\"Sled/set\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p5227\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p5228\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p5229\"},\"data\":{\"type\":\"map\",\"entries\":[[\"vmrss(KB)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"PBlZADxFWgA82FoAlERDAJTsQwCUrEQABMVAAAQUQQD8ekEAQC1AAEALQQBUPUEAgJtAAPw8QQAwOkEANEpBACxoQQAsaEEAeElBAHjOQgB4jUcA\"},\"shape\":[21],\"dtype\":\"int32\",\"order\":\"little\"}],[\"key size(B)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"BAAAAAQAAAAEAAAAEAAAABAAAAAQAAAAQAAAAEAAAABAAAAAAAEAAAABAAAAAQAAAAQAAAAEAAAABAAAABAAAAAQAAAAEAAAAEAAAABAAAAAQAAA\"},\"shape\":[21],\"dtype\":\"int32\",\"order\":\"little\"}],[\"vmrss_left_parenthesis_KB_right_parenthesis\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"PBlZADxFWgA82FoAlERDAJTsQwCUrEQABMVAAAQUQQD8ekEAQC1AAEALQQBUPUEAgJtAAPw8QQAwOkEANEpBACxoQQAsaEEAeElBAHjOQgB4jUcA\"},\"shape\":[21],\"dtype\":\"int32\",\"order\":\"little\"}],[\"key_size_left_parenthesis_B_right_parenthesis\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"BAAAAAQAAAAEAAAAEAAAABAAAAAQAAAAQAAAAEAAAABAAAAAAAEAAAABAAAAAQAAAAQAAAAEAAAABAAAABAAAAAQAAAAEAAAAEAAAABAAAAAQAAA\"},\"shape\":[21],\"dtype\":\"int32\",\"order\":\"little\"}],[\"label\",[\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\",\"Sled/set\"]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p5237\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p5238\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p5233\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"vmrss(KB)\"},\"y\":{\"type\":\"field\",\"field\":\"key size(B)\"},\"size\":{\"type\":\"value\",\"value\":5.477225575051661},\"line_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#6d904f\"}}},\"selection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p5240\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"vmrss(KB)\"},\"y\":{\"type\":\"field\",\"field\":\"key size(B)\"},\"size\":{\"type\":\"value\",\"value\":5.477225575051661},\"angle\":{\"type\":\"value\",\"value\":0.0},\"line_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"line_alpha\":{\"type\":\"value\",\"value\":1.0},\"line_width\":{\"type\":\"value\",\"value\":1},\"line_join\":{\"type\":\"value\",\"value\":\"bevel\"},\"line_cap\":{\"type\":\"value\",\"value\":\"butt\"},\"line_dash\":{\"type\":\"value\",\"value\":[]},\"line_dash_offset\":{\"type\":\"value\",\"value\":0},\"fill_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"fill_alpha\":{\"type\":\"value\",\"value\":1.0},\"hatch_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":1.0},\"hatch_scale\":{\"type\":\"value\",\"value\":12.0},\"hatch_pattern\":{\"type\":\"value\",\"value\":null},\"hatch_weight\":{\"type\":\"value\",\"value\":1.0},\"marker\":{\"type\":\"value\",\"value\":\"circle\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p5234\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"vmrss(KB)\"},\"y\":{\"type\":\"field\",\"field\":\"key size(B)\"},\"size\":{\"type\":\"value\",\"value\":5.477225575051661},\"line_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p5235\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"vmrss(KB)\"},\"y\":{\"type\":\"field\",\"field\":\"key size(B)\"},\"size\":{\"type\":\"value\",\"value\":5.477225575051661},\"line_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p5162\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p5142\",\"attributes\":{\"tags\":[\"hv_created\"],\"renderers\":\"auto\",\"zoom_together\":\"none\"}},{\"type\":\"object\",\"name\":\"HoverTool\",\"id\":\"p5143\",\"attributes\":{\"tags\":[\"hv_created\"],\"renderers\":[{\"id\":\"p5193\"},{\"id\":\"p5208\"},{\"id\":\"p5222\"},{\"id\":\"p5236\"}],\"tooltips\":[[\"label\",\"@{label}\"],[\"vmrss(KB)\",\"@{vmrss_left_parenthesis_KB_right_parenthesis}\"],[\"key size(B)\",\"@{key_size_left_parenthesis_B_right_parenthesis}\"]]}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p5175\"},{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p5176\"},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p5177\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p5178\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p5183\"}],\"active_drag\":{\"id\":\"p5176\"},\"active_scroll\":{\"id\":\"p5142\"}}},\"left\":[{\"type\":\"object\",\"name\":\"LogAxis\",\"id\":\"p5170\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"LogTicker\",\"id\":\"p5171\",\"attributes\":{\"num_minor_ticks\":10,\"mantissas\":[1,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"LogTickFormatter\",\"id\":\"p5172\"},\"axis_label\":\"key size(B)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p5173\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p5196\",\"attributes\":{\"location\":[0,0],\"title\":\"label\",\"click_policy\":\"mute\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p5197\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Kv/set\"},\"renderers\":[{\"id\":\"p5193\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p5211\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Kv2/set\"},\"renderers\":[{\"id\":\"p5208\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p5225\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Rocksdb/set\"},\"renderers\":[{\"id\":\"p5222\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p5239\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Sled/set\"},\"renderers\":[{\"id\":\"p5236\"}]}}]}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p5165\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p5166\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p5167\"},\"axis_label\":\"vmrss(KB)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p5168\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p5169\",\"attributes\":{\"axis\":{\"id\":\"p5165\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p5174\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p5170\"},\"grid_line_color\":null}}],\"min_border_top\":10,\"min_border_bottom\":10,\"min_border_left\":10,\"min_border_right\":10,\"output_backend\":\"webgl\"}},{\"type\":\"object\",\"name\":\"Spacer\",\"id\":\"p5242\",\"attributes\":{\"name\":\"HSpacer09867\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n  background-color: #c3c3c3;\\n  mask-size: auto calc(min(50%, 400px));\\n  -webkit-mask-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"p5135\"},{\"id\":\"p5133\"},{\"id\":\"p5134\"}],\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}}]}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
+       "  var render_items = [{\"docid\":\"44d81dfd-1465-4556-9e21-dfc920f69e52\",\"roots\":{\"p5132\":\"a9db8f82-af3e-4546-9ccb-b70db6391018\"},\"root_ids\":[\"p5132\"]}];\n",
+       "  var docs = Object.values(docs_json)\n",
+       "  if (!docs) {\n",
+       "    return\n",
+       "  }\n",
+       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    for (const render_item of render_items) {\n",
+       "      for (const root_id of render_item.root_ids) {\n",
+       "\tconst id_el = document.getElementById(root_id)\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
+       "\t  const root_el = id_el.children[0]\n",
+       "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  function get_bokeh(root) {\n",
+       "    if (root.Bokeh === undefined) {\n",
+       "      return null\n",
+       "    } else if (root.Bokeh.version !== py_version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "\treturn null\n",
+       "      }\n",
+       "      return root.Bokeh.versions.get(py_version);\n",
+       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh\n",
+       "    }\n",
+       "    return null\n",
+       "  }\n",
+       "  function is_loaded(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
+       "  }\n",
+       "  if (is_loaded(root)) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    var attempts = 0;\n",
+       "    var timer = setInterval(function(root) {\n",
+       "      if (is_loaded(root)) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else if (document.readyState == \"complete\") {\n",
+       "        attempts++;\n",
+       "        if (attempts > 200) {\n",
+       "          clearInterval(timer);\n",
+       "\t  var Bokeh = get_bokeh(root)\n",
+       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
+       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
+       "\t  } else {\n",
+       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
+       "\t    embed_document(root)\n",
+       "\t  }\n",
+       "        }\n",
+       "      }\n",
+       "    }, 25, root)\n",
+       "  }\n",
+       "})(window);</script>"
+      ],
+      "text/plain": [
+       ":NdOverlay   [label]\n",
+       "   :Scatter   [vmrss(KB)]   (key size(B))"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "p5132"
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "(df\n",
+    "    .with_columns(pl.concat_str([pl.col(\"name\"), pl.col(\"operation\")], separator=\"/\").alias(\"label\"))\n",
+    "    .filter(pl.col(\"operation\") == \"set\")\n",
+    "    .filter(pl.col(\"thread\") == 16)\n",
+    "    .plot.scatter(x=\"vmrss(KB)\", y=\"key size(B)\", by=\"label\", logy=True)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "38f86102-bd4a-4b71-a7a7-03595351cca2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {},
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.holoviews_exec.v0+json": "",
+      "text/html": [
+       "<div id='p5262'>\n",
+       "  <div id=\"adb36e07-3697-4df5-8527-5a12ac012f60\" data-root-id=\"p5262\" style=\"display: contents;\"></div>\n",
+       "</div>\n",
+       "<script type=\"application/javascript\">(function(root) {\n",
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size(B)\"},\"size\":{\"type\":\"value\",\"value\":5.477225575051661},\"angle\":{\"type\":\"value\",\"value\":0.0},\"line_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"line_alpha\":{\"type\":\"value\",\"value\":1.0},\"line_width\":{\"type\":\"value\",\"value\":1},\"line_join\":{\"type\":\"value\",\"value\":\"bevel\"},\"line_cap\":{\"type\":\"value\",\"value\":\"butt\"},\"line_dash\":{\"type\":\"value\",\"value\":[]},\"line_dash_offset\":{\"type\":\"value\",\"value\":0},\"fill_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"fill_alpha\":{\"type\":\"value\",\"value\":1.0},\"hatch_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":1.0},\"hatch_scale\":{\"type\":\"value\",\"value\":12.0},\"hatch_pattern\":{\"type\":\"value\",\"value\":null},\"hatch_weight\":{\"type\":\"value\",\"value\":1.0},\"marker\":{\"type\":\"value\",\"value\":\"circle\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p5364\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"file size(B)\"},\"y\":{\"type\":\"field\",\"field\":\"key size(B)\"},\"size\":{\"type\":\"value\",\"value\":5.477225575051661},\"line_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p5365\",\"attributes\":{\"tags\":[\"apply_ranges\"],\"x\":{\"type\":\"field\",\"field\":\"file size(B)\"},\"y\":{\"type\":\"field\",\"field\":\"key size(B)\"},\"size\":{\"type\":\"value\",\"value\":5.477225575051661},\"line_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#6d904f\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p5292\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p5272\",\"attributes\":{\"tags\":[\"hv_created\"],\"renderers\":\"auto\",\"zoom_together\":\"none\"}},{\"type\":\"object\",\"name\":\"HoverTool\",\"id\":\"p5273\",\"attributes\":{\"tags\":[\"hv_created\"],\"renderers\":[{\"id\":\"p5323\"},{\"id\":\"p5338\"},{\"id\":\"p5352\"},{\"id\":\"p5366\"}],\"tooltips\":[[\"label\",\"@{label}\"],[\"file size(B)\",\"@{file_size_left_parenthesis_B_right_parenthesis}\"],[\"key size(B)\",\"@{key_size_left_parenthesis_B_right_parenthesis}\"]]}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p5305\"},{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p5306\"},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p5307\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p5308\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p5313\"}],\"active_drag\":{\"id\":\"p5306\"},\"active_scroll\":{\"id\":\"p5272\"}}},\"left\":[{\"type\":\"object\",\"name\":\"LogAxis\",\"id\":\"p5300\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"LogTicker\",\"id\":\"p5301\",\"attributes\":{\"num_minor_ticks\":10,\"mantissas\":[1,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"LogTickFormatter\",\"id\":\"p5302\"},\"axis_label\":\"key size(B)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p5303\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p5326\",\"attributes\":{\"location\":[0,0],\"title\":\"label\",\"click_policy\":\"mute\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p5327\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Kv/set\"},\"renderers\":[{\"id\":\"p5323\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p5341\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Kv2/set\"},\"renderers\":[{\"id\":\"p5338\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p5355\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Rocksdb/set\"},\"renderers\":[{\"id\":\"p5352\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p5369\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Sled/set\"},\"renderers\":[{\"id\":\"p5366\"}]}}]}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p5295\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p5296\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p5297\"},\"axis_label\":\"file size(B)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p5298\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p5299\",\"attributes\":{\"axis\":{\"id\":\"p5295\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p5304\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p5300\"},\"grid_line_color\":null}}],\"min_border_top\":10,\"min_border_bottom\":10,\"min_border_left\":10,\"min_border_right\":10,\"output_backend\":\"webgl\"}},{\"type\":\"object\",\"name\":\"Spacer\",\"id\":\"p5372\",\"attributes\":{\"name\":\"HSpacer10094\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n  background-color: #c3c3c3;\\n  mask-size: auto calc(min(50%, 400px));\\n  -webkit-mask-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"p5265\"},{\"id\":\"p5263\"},{\"id\":\"p5264\"}],\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}}]}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
+       "  var render_items = [{\"docid\":\"2a548e3e-2240-47a6-90e4-838a7e436752\",\"roots\":{\"p5262\":\"adb36e07-3697-4df5-8527-5a12ac012f60\"},\"root_ids\":[\"p5262\"]}];\n",
+       "  var docs = Object.values(docs_json)\n",
+       "  if (!docs) {\n",
+       "    return\n",
+       "  }\n",
+       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    for (const render_item of render_items) {\n",
+       "      for (const root_id of render_item.root_ids) {\n",
+       "\tconst id_el = document.getElementById(root_id)\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
+       "\t  const root_el = id_el.children[0]\n",
+       "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  function get_bokeh(root) {\n",
+       "    if (root.Bokeh === undefined) {\n",
+       "      return null\n",
+       "    } else if (root.Bokeh.version !== py_version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "\treturn null\n",
+       "      }\n",
+       "      return root.Bokeh.versions.get(py_version);\n",
+       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh\n",
+       "    }\n",
+       "    return null\n",
+       "  }\n",
+       "  function is_loaded(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
+       "  }\n",
+       "  if (is_loaded(root)) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    var attempts = 0;\n",
+       "    var timer = setInterval(function(root) {\n",
+       "      if (is_loaded(root)) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else if (document.readyState == \"complete\") {\n",
+       "        attempts++;\n",
+       "        if (attempts > 200) {\n",
+       "          clearInterval(timer);\n",
+       "\t  var Bokeh = get_bokeh(root)\n",
+       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
+       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
+       "\t  } else {\n",
+       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
+       "\t    embed_document(root)\n",
+       "\t  }\n",
+       "        }\n",
+       "      }\n",
+       "    }, 25, root)\n",
+       "  }\n",
+       "})(window);</script>"
+      ],
+      "text/plain": [
+       ":NdOverlay   [label]\n",
+       "   :Scatter   [file size(B)]   (key size(B))"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "p5262"
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "(df\n",
+    "    .with_columns(pl.concat_str([pl.col(\"name\"), pl.col(\"operation\")], separator=\"/\").alias(\"label\"))\n",
+    "    .filter(pl.col(\"operation\") == \"set\")\n",
+    "    .filter(pl.col(\"thread\") == 16)\n",
+    "    .plot.scatter(x=\"file size(B)\", y=\"key size(B)\", by=\"label\", logy=True)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "09c6e2e7-7e3c-41c5-84b1-032c89fbdcc6",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/rust/key_sensitive.csv b/rust/key_sensitive.csv
new file mode 100644
index 0000000000..eccd9e5315
--- /dev/null
+++ b/rust/key_sensitive.csv
@@ -0,0 +1,173 @@
+name,operation,key size(B),value size(B),thread,operation count,time(ns),vmrss(KB),file size(B)
+Kv,set,4,1024,16,706897,5000695206,991264,1693696
+Kv,get,4,1024,16,706147,5000695206,991264,1693696
+Kv,set,4,1024,16,1083364,10000875066,1769960,2206720
+Kv,get,4,1024,16,1082076,10000875066,1769960,2206720
+Kv,set,4,1024,16,1242832,15001074853,1917724,2647040
+Kv,get,4,1024,16,1241293,15001074853,1917724,2647040
+Kv,set,16,1024,16,653580,5000394285,2764560,1394176
+Kv,get,16,1024,16,652769,5000394285,2764560,1394176
+Kv,set,16,1024,16,1045307,10000584083,2886848,1807360
+Kv,get,16,1024,16,1044687,10000584083,2886848,1807360
+Kv,set,16,1024,16,1192439,15000772269,2919704,2613248
+Kv,get,16,1024,16,1191582,15000772269,2919704,2613248
+Kv,set,64,1024,16,655437,5000312481,2642676,1801728
+Kv,get,64,1024,16,655416,5000312481,2642676,1801728
+Kv,set,64,1024,16,1103653,10000472623,2856460,2196068
+Kv,get,64,1024,16,1105009,10000472623,2856460,2196068
+Kv,set,64,1024,16,1330121,15000655399,2896108,2851328
+Kv,get,64,1024,16,1331509,15000655399,2896108,2851328
+Kv,set,256,1024,16,588552,5000317901,3341640,1880796
+Kv,get,256,1024,16,588251,5000317901,3341640,1880796
+Kv,set,256,1024,16,1053118,10000487792,3491868,2265600
+Kv,get,256,1024,16,1050859,10000487792,3491868,2265600
+Kv,set,256,1024,16,1216852,15000627035,3488736,3061760
+Kv,get,256,1024,16,1214226,15000627035,3488736,3061760
+Kv,set,1024,1024,16,407242,5000305257,3253324,1843200
+Kv,get,1024,1024,16,407242,5000305257,3253324,1843200
+Kv,set,1024,1024,16,573354,10000457935,3327068,2313728
+Kv,get,1024,1024,16,573037,10000457935,3327068,2313728
+Kv,set,1024,1024,16,982810,15000618559,3384112,3247104
+Kv,get,1024,1024,16,982402,15000618559,3384112,3247104
+Kv,set,4096,1024,16,144534,5000311287,3343124,1976320
+Kv,get,4096,1024,16,144206,5000311287,3343124,1976320
+Kv,set,4096,1024,16,247382,10000466210,3362580,2209280
+Kv,get,4096,1024,16,246189,10000466210,3362580,2209280
+Kv,set,4096,1024,16,411231,15000629699,3361184,3209216
+Kv,get,4096,1024,16,409791,15000629699,3361184,3209216
+Kv,set,16384,1024,16,57514,5000789321,3201656,2166697
+Kv,get,16384,1024,16,56830,5000789321,3201656,2166697
+Kv,set,16384,1024,16,120371,10398825346,4095608,4246006
+Kv,get,16384,1024,16,119251,10398825346,4095608,4246006
+Kv,set,16384,1024,16,161974,15435539940,5520760,6088452
+Kv,get,16384,1024,16,160900,15435539940,5520760,6088452
+Kv2,set,4,1024,16,705527,5000294476,3364376,1810944
+Kv2,get,4,1024,16,704936,5000294476,3364376,1810944
+Kv2,set,4,1024,16,1129660,10000447716,3395300,2331648
+Kv2,get,4,1024,16,1127729,10000447716,3395300,2331648
+Kv2,set,4,1024,16,1603275,15000619661,3402724,3230720
+Kv2,get,4,1024,16,1601432,15000619661,3402724,3230720
+Kv2,set,16,1024,16,713625,5000892927,3374680,1824768
+Kv2,get,16,1024,16,714398,5000892927,3374680,1824768
+Kv2,set,16,1024,16,1141625,10001069691,3394724,2478080
+Kv2,get,16,1024,16,1143678,10001069691,3394724,2478080
+Kv2,set,16,1024,16,1651476,15001239251,3398052,3609088
+Kv2,get,16,1024,16,1653517,15001239251,3398052,3609088
+Kv2,set,64,1024,16,723864,5000270030,3359892,1862144
+Kv2,get,64,1024,16,723009,5000270030,3359892,1862144
+Kv2,set,64,1024,16,1153193,10000419453,3331032,2552832
+Kv2,get,64,1024,16,1152213,10000419453,3331032,2552832
+Kv2,set,64,1024,16,1659563,15000569538,3370340,3668612
+Kv2,get,64,1024,16,1658305,15000569538,3370340,3668612
+Kv2,set,64,1024,16,1659708,20000708652,3370340,3786752
+Kv2,get,64,1024,16,1658428,20000708652,3370340,3786752
+Kv2,set,256,1024,16,657784,5000332028,3462860,2106368
+Kv2,get,256,1024,16,657747,5000332028,3462860,2106368
+Kv2,set,256,1024,16,1097741,10000485698,3628156,2659840
+Kv2,get,256,1024,16,1097689,10000485698,3628156,2659840
+Kv2,set,256,1024,16,1419285,15000680726,3739940,3465728
+Kv2,get,256,1024,16,1418310,15000680726,3739940,3465728
+Kv2,set,1024,1024,16,449614,5000377383,3568664,1839616
+Kv2,get,1024,1024,16,451056,5000377383,3568664,1839616
+Kv2,set,1024,1024,16,703173,10000543166,3575736,2412032
+Kv2,get,1024,1024,16,704010,10000543166,3575736,2412032
+Kv2,set,1024,1024,16,1073256,15000713839,3644656,3950080
+Kv2,get,1024,1024,16,1075182,15000713839,3644656,3950080
+Kv2,set,4096,1024,16,195531,5000304586,3449536,2185728
+Kv2,get,4096,1024,16,195417,5000304586,3449536,2185728
+Kv2,set,4096,1024,16,304360,10000466482,3440636,2454016
+Kv2,get,4096,1024,16,303909,10000466482,3440636,2454016
+Kv2,set,4096,1024,16,485049,15000616696,3501152,4319860
+Kv2,get,4096,1024,16,484511,15000616696,3501152,4319860
+Kv2,set,4096,1024,16,485049,20000796586,3501152,4383744
+Kv2,get,4096,1024,16,484511,20000796586,3501152,4383744
+Kv2,set,16384,1024,16,74604,5000372463,3449344,2715091
+Kv2,get,16384,1024,16,74776,5000372463,3449344,2715091
+Kv2,set,16384,1024,16,161750,10024778656,5711104,4957317
+Kv2,get,16384,1024,16,161297,10024778656,5711104,4957317
+Kv2,set,16384,1024,16,164102,15066278800,5759232,7212677
+Kv2,get,16384,1024,16,163654,15066278800,5759232,7212677
+Rocksdb,set,4,1024,16,600645,5000654246,5788404,993119
+Rocksdb,get,4,1024,16,601624,5000654246,5788404,993119
+Rocksdb,set,4,1024,16,1229374,10001207686,5789704,1514901
+Rocksdb,get,4,1024,16,1232344,10001207686,5789704,1514901
+Rocksdb,set,4,1024,16,1892285,15001435125,5786012,2534042
+Rocksdb,get,4,1024,16,1894958,15001435125,5786012,2534042
+Rocksdb,set,16,1024,16,876329,5000649678,5791964,1357972
+Rocksdb,get,16,1024,16,877634,5000649678,5791964,1357972
+Rocksdb,set,16,1024,16,1556716,10000913837,5794012,1975806
+Rocksdb,get,16,1024,16,1558431,10000913837,5794012,1975806
+Rocksdb,set,16,1024,16,2206203,15001153630,5788648,2629741
+Rocksdb,get,16,1024,16,2208900,15001153630,5788648,2629741
+Rocksdb,set,64,1024,16,824781,5001054763,5779676,1281688
+Rocksdb,get,64,1024,16,823529,5001054763,5779676,1281688
+Rocksdb,set,64,1024,16,1529879,10001227379,5795904,1839165
+Rocksdb,get,64,1024,16,1529861,10001227379,5795904,1839165
+Rocksdb,set,64,1024,16,2114037,15001405175,5790800,2432962
+Rocksdb,get,64,1024,16,2112502,15001405175,5790800,2432962
+Rocksdb,set,256,1024,16,758122,5000449259,5802048,1255714
+Rocksdb,get,256,1024,16,759682,5000449259,5802048,1255714
+Rocksdb,set,256,1024,16,1414065,10000623959,5799856,1969070
+Rocksdb,get,256,1024,16,1416988,10000623959,5799856,1969070
+Rocksdb,set,256,1024,16,1948345,15000812465,5799748,2658925
+Rocksdb,get,256,1024,16,1950008,15000812465,5799748,2658925
+Rocksdb,set,1024,1024,16,646569,5000540161,5799236,890806
+Rocksdb,get,1024,1024,16,646529,5000540161,5799236,890806
+Rocksdb,set,1024,1024,16,1164155,10000768372,5806192,1441875
+Rocksdb,get,1024,1024,16,1164777,10000768372,5806192,1441875
+Rocksdb,set,1024,1024,16,1483623,15001045556,5807984,1662953
+Rocksdb,get,1024,1024,16,1483308,15001045556,5807984,1662953
+Rocksdb,set,4096,1024,16,427070,5000464567,5804080,662694
+Rocksdb,get,4096,1024,16,426549,5000464567,5804080,662694
+Rocksdb,set,4096,1024,16,683089,10000706127,5801596,1098805
+Rocksdb,get,4096,1024,16,681524,10000706127,5801596,1098805
+Rocksdb,set,4096,1024,16,922243,15000949637,5804248,1361029
+Rocksdb,get,4096,1024,16,921532,15000949637,5804248,1361029
+Rocksdb,set,16384,1024,16,143854,5000525703,5804336,364983
+Rocksdb,get,16384,1024,16,144282,5000525703,5804336,364983
+Rocksdb,set,16384,1024,16,211257,10000738686,5798980,478651
+Rocksdb,get,16384,1024,16,212126,10000738686,5798980,478651
+Rocksdb,set,16384,1024,16,284351,15000959373,5804084,689134
+Rocksdb,get,16384,1024,16,284698,15000959373,5804084,689134
+Sled,set,4,1024,16,375806,5000389446,5839164,517474
+Sled,get,4,1024,16,375205,5000389446,5839164,517474
+Sled,set,4,1024,16,690278,10000561932,5915964,1142784
+Sled,get,4,1024,16,688323,10000561932,5915964,1142784
+Sled,set,4,1024,16,1056133,15000725969,5953596,1801599
+Sled,get,4,1024,16,1054705,15000725969,5953596,1801599
+Sled,set,16,1024,16,370651,5000382600,4408468,525187
+Sled,get,16,1024,16,370695,5000382600,4408468,525187
+Sled,set,16,1024,16,683493,10000547067,4451476,1129732
+Sled,get,16,1024,16,684008,10000547067,4451476,1129732
+Sled,set,16,1024,16,1052198,15000724059,4500628,1778025
+Sled,get,16,1024,16,1051630,15000724059,4500628,1778025
+Sled,set,64,1024,16,359861,5002508947,4244740,537920
+Sled,get,64,1024,16,359054,5002508947,4244740,537920
+Sled,set,64,1024,16,680383,10002665479,4264964,1177600
+Sled,get,64,1024,16,679735,10002665479,4264964,1177600
+Sled,set,64,1024,16,1037267,15002819086,4291324,1802752
+Sled,get,64,1024,16,1036965,15002819086,4291324,1802752
+Sled,set,256,1024,16,299932,5000323679,4205888,554932
+Sled,get,256,1024,16,299288,5000323679,4205888,554932
+Sled,set,256,1024,16,590208,10000487515,4262720,1248768
+Sled,get,256,1024,16,588883,10000487515,4262720,1248768
+Sled,set,256,1024,16,970801,15000679434,4275540,1837469
+Sled,get,256,1024,16,968922,15000679434,4275540,1837469
+Sled,set,1024,1024,16,239231,5001790440,4234112,696538
+Sled,get,1024,1024,16,239544,5001790440,4234112,696538
+Sled,set,1024,1024,16,497880,10001956861,4275452,1659490
+Sled,get,1024,1024,16,497737,10001956861,4275452,1659490
+Sled,set,1024,1024,16,694769,15002145674,4274736,2214912
+Sled,get,1024,1024,16,693832,15002145674,4274736,2214912
+Sled,set,4096,1024,16,104483,5000321985,4278836,989184
+Sled,get,4096,1024,16,104507,5000321985,4278836,989184
+Sled,set,4096,1024,16,231639,10000486763,4286508,1678848
+Sled,get,4096,1024,16,232265,10000486763,4286508,1678848
+Sled,set,4096,1024,16,367775,15000646201,4286508,2578667
+Sled,get,4096,1024,16,368829,15000646201,4286508,2578667
+Sled,set,16384,1024,16,51184,5000369034,4278648,1803812
+Sled,get,16384,1024,16,51199,5000369034,4278648,1803812
+Sled,set,16384,1024,16,94306,10011155549,4378232,0
+Sled,get,16384,1024,16,94747,10011155549,4378232,0
+Sled,set,16384,1024,16,152087,15022702430,4689272,4113937
+Sled,get,16384,1024,16,152612,15022702430,4689272,4113937
diff --git a/rust/libs/kvs/Cargo.toml b/rust/libs/kvs/Cargo.toml
new file mode 100644
index 0000000000..8d9097c166
--- /dev/null
+++ b/rust/libs/kvs/Cargo.toml
@@ -0,0 +1,40 @@
+[package]
+name = "kvs"
+version = "0.1.0"
+edition = "2021"
+
+# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
+
+[dependencies]
+anyhow = "1.0.86"
+
+[dev-dependencies]
+chrono = "0.4.38"
+criterion = { version = "0.5.1", features = ["html_reports"] }
+divan = "0.1.14"
+fs_extra = "1.3.0"
+kv = "0.24.0"
+num = "0.4.3"
+persy = "1.5.0"
+pickledb = "0.5.1"
+plotters = "0.3.6"
+polars = { version = "0.41.3", features = ["lazy"] }
+procfs = "0.16.0"
+rand = "0.8.5"
+redb = "2.1.1"
+rkv = "0.19.0"
+rocksdb = "0.22.0"
+sled = "0.34.7"
+tempfile = "3.10.1"
+
+[[bench]]
+name = "divan"
+harness = false
+
+[[bench]]
+name = "criterion"
+harness = false
+
+[[bench]]
+name = "hand_written"
+harness = false
diff --git a/rust/libs/kvs/benches/criterion.rs b/rust/libs/kvs/benches/criterion.rs
new file mode 100644
index 0000000000..786a56ec0f
--- /dev/null
+++ b/rust/libs/kvs/benches/criterion.rs
@@ -0,0 +1,74 @@
+use criterion::{black_box, criterion_group, criterion_main, measurement::WallTime, BenchmarkGroup, Criterion};
+use kvs::KVS;
+
+mod kvs_impl;
+use kvs_impl::*;
+
+mod util;
+use util::*;
+
+const SIZE: usize = 1 << 10;
+const DIM: usize = 1 << 7;
+
+fn bench_get<T: KVS + Send + Sync + 'static>(group: &mut BenchmarkGroup<WallTime>, name: &str, keys: &Vec<Vec<u8>>) {
+    let db = setup_kvs::<T>(SIZE, DIM);
+
+    group.bench_function(&format!("{}", name), |b| {
+        b.iter(|| {
+            for key in keys {
+                let _ = black_box(db.get(black_box(&key[..])));
+            }
+        })
+    });
+}
+
+fn bench_set<T: KVS + Send + Sync + 'static>(group: &mut BenchmarkGroup<WallTime>, name: &str, keys: &Vec<Vec<u8>>, value: &[u8]) {
+    let db = setup_kvs::<T>(SIZE, DIM);
+
+    group.bench_function(&format!("{}", name), |b| {
+        b.iter(|| {
+            for key in keys.iter() {
+                black_box(db.set(black_box(&key[..]), black_box(value))).unwrap();
+            }
+        })
+    });
+}
+
+fn criterion_benchmark(c: &mut Criterion) {
+    let keys = sequential_keys(SIZE, 0);
+    let value = random_bytes(DIM);
+    {
+        let mut group = c.benchmark_group("set");
+        bench_set::<Sled>(&mut group, "sled", &keys, &value);
+        bench_set::<Kv>(&mut group, "kv", &keys, &value);
+        bench_set::<Rkv>(&mut group, "rkv", &keys, &value);
+        bench_set::<Redb>(&mut group, "redb", &keys, &value);
+        bench_set::<Rocksdb>(&mut group, "rocksdb", &keys, &value);
+        bench_set::<Persy>(&mut group, "persy", &keys, &value);
+        group.finish();
+    }
+    {
+        let mut group = c.benchmark_group("get");
+        bench_get::<Sled>(&mut group, "sled", &keys);
+        bench_get::<Kv>(&mut group, "kv", &keys);
+        bench_get::<Rkv>(&mut group, "rkv", &keys);
+        bench_get::<Redb>(&mut group, "redb", &keys);
+        bench_get::<Rocksdb>(&mut group, "rocksdb", &keys);
+        bench_get::<Persy>(&mut group, "persy", &keys);
+        group.finish();
+    }
+    {
+        let unused_keys = (SIZE..SIZE+SIZE).map(|i| -> Vec<u8> {i.to_ne_bytes().to_vec()}).collect();
+        let mut group = c.benchmark_group("unused get");
+        bench_get::<Sled>(&mut group, "sled", &unused_keys);
+        bench_get::<Kv>(&mut group, "kv", &unused_keys);
+        bench_get::<Rkv>(&mut group, "rkv", &unused_keys);
+        bench_get::<Redb>(&mut group, "redb", &unused_keys);
+        bench_get::<Rocksdb>(&mut group, "rocksdb", &unused_keys);
+        bench_get::<Persy>(&mut group, "persy", &unused_keys);
+        group.finish();
+    }
+}
+
+criterion_group!(benches, criterion_benchmark);
+criterion_main!(benches);
diff --git a/rust/libs/kvs/benches/divan.rs b/rust/libs/kvs/benches/divan.rs
new file mode 100644
index 0000000000..5025e64c58
--- /dev/null
+++ b/rust/libs/kvs/benches/divan.rs
@@ -0,0 +1,100 @@
+use divan::{bench, black_box, Bencher};
+use kvs::KVS;
+use std::any::type_name;
+use std::collections::HashMap;
+use std::sync::{Arc, Mutex, OnceLock};
+use std::thread;
+
+mod kvs_impl;
+use kvs_impl::*;
+
+mod util;
+use util::*;
+
+const SIZES: &[usize] = &[1 << 14, 1 << 15];
+const DIM: usize = 1 << 8;
+
+//#[global_allocator]
+//static ALLOC: AllocProfiler = AllocProfiler::system();
+
+#[bench(
+    types = [Kv, Persy, Redb, Rkv, Rocksdb, Sled],
+    args = SIZES,
+    sample_size = 1,
+    sample_count = 1,
+)]
+fn bench_1_set<T>(bencher: Bencher, size: usize)
+where
+    T: KVS + 'static,
+{
+    let (_, db) = setup_kvs::<T>(size, DIM);
+
+    bencher.bench_local(|| {
+        for i in 0..size {
+            black_box(db.set(&i.to_ne_bytes().to_vec(), &random_bytes(DIM)).unwrap());
+        }    
+    });
+}
+
+#[bench(
+    types = [Kv, Persy, Redb, Rkv, Rocksdb, Sled],
+    args = SIZES,
+    sample_size = 1,
+    sample_count = 1,
+)]
+fn bench_2_get<T>(bencher: Bencher, size: usize)
+where
+    T: KVS + 'static,
+{
+    let (_, db)  = setup_kvs::<T>(size, DIM);
+
+    bencher.bench_local(|| {
+        for i in 0..size {
+            black_box(db.get(&i.to_ne_bytes().to_vec()).unwrap());
+        }    
+    });
+}
+
+#[bench(
+    types = [Kv, Persy, Redb, Rkv, Rocksdb, Sled],
+    consts = SIZES,
+    sample_size = 1,
+    sample_count = 1,
+)]
+#[ignore]
+fn bench_parallel_get_set<T, const N: usize>() -> Arc<T>
+where
+    T: KVS + 'static,
+{
+    let (_, db)  = setup_kvs::<T>(N, DIM);
+    let db = Arc::new(db);
+
+    let mut handles = vec![];
+    {
+        let db = Arc::clone(&db);
+        let handle = thread::spawn(move || {
+            for i in N..N*2 {
+                black_box(db.set(&i.to_ne_bytes().to_vec(), &random_bytes(DIM)).unwrap());
+            }
+        });
+        handles.push(handle);
+    }
+    {
+        let db = Arc::clone(&db);
+        let handle = thread::spawn(move || {
+            for i in 0..N {
+                black_box(db.get(&i.to_ne_bytes().to_vec()).unwrap());
+            }
+        });
+        handles.push(handle);
+    }
+    for handle in handles {
+        handle.join().unwrap();
+    }
+
+    db
+}
+
+fn main() {
+    divan::main();
+}
diff --git a/rust/libs/kvs/benches/hand_written.rs b/rust/libs/kvs/benches/hand_written.rs
new file mode 100644
index 0000000000..7840f08846
--- /dev/null
+++ b/rust/libs/kvs/benches/hand_written.rs
@@ -0,0 +1,142 @@
+use std::{any::type_name, path::Path, sync::{atomic::{AtomicBool, AtomicUsize, Ordering}, Arc}, thread, time::{Duration, Instant}};
+
+use kvs::KVS;
+
+mod kvs_impl;
+use kvs_impl::*;
+
+mod util;
+use procfs::process::Status;
+use rand::{thread_rng, Rng};
+use util::{random_bytes, setup_kvs};
+
+fn bencher<T: KVS + 'static>(name: &str, path: &Path, size: usize, kdim: usize, vdim: usize, db: T, ratio: f64, thread: usize, interval: u64, timer: u64) -> Vec<(usize, Duration, Status, u64)> {
+    let me = Arc::new(procfs::process::Process::myself().unwrap());
+    let shutdown = Arc::new(AtomicBool::new(false));
+    let begin = Arc::new(Instant::now());
+    let db = Arc::new(db);
+    let get_count = Arc::new(AtomicUsize::new(0));
+    let set_count = Arc::new(AtomicUsize::new(0));
+    let mut threads = vec![];
+    for _ in 0..thread {
+        let db = db.clone();
+        let shutdown = shutdown.clone();
+        let get_count = get_count.clone();
+        let set_count = set_count.clone();
+        let t = thread::spawn(move || {
+            let mut rng = thread_rng();
+            while !shutdown.load(Ordering::Relaxed) {
+                let choice: f64 = rng.gen_range(0.0..1.0);
+                match choice {
+                    v if v <= ratio => {
+                        let mut key = set_count.fetch_add(1, Ordering::Release).to_ne_bytes().to_vec();
+                        key.resize_with(kdim, Default::default);
+                        db.set(&key, &random_bytes(vdim)).unwrap_or_default();
+                    }
+                    _ => {
+                        get_count.fetch_add(1, Ordering::Release);
+                        let mut key = rng.gen_range(0..size).to_ne_bytes().to_vec();
+                        key.resize_with(kdim, Default::default);
+                        db.get(&key).unwrap_or_default();
+                    }
+                }
+            }
+        });
+        threads.push(t);
+    }
+
+    {
+        let shutdown = shutdown.clone();
+        thread::spawn(move || {
+            thread::sleep(Duration::from_secs(timer));
+            shutdown.store(true, Ordering::SeqCst);
+        });    
+    }
+
+    let mut progress = vec![];
+    while {
+        thread::sleep(Duration::from_secs(interval));
+        let p = begin.elapsed();
+        let st = me.status().unwrap();
+        let dir_size = fs_extra::dir::get_size(path).unwrap_or_default();
+        let set_count = set_count.load(Ordering::Relaxed);
+        println!("{},set,{},{},{},{},{},{},{}", name, kdim, vdim, thread, set_count, p.as_nanos(), st.vmrss.unwrap(), dir_size/1024);
+        let get_count = get_count.load(Ordering::Relaxed);
+        println!("{},get,{},{},{},{},{},{},{}", name, kdim, vdim, thread, get_count, p.as_nanos(), st.vmrss.unwrap(), dir_size/1024);
+        progress.push((set_count, p, st, dir_size));
+        
+        !shutdown.load(Ordering::Relaxed) 
+    } {}
+
+    for t in threads {
+        t.join().unwrap();
+    }
+
+    progress
+}
+
+fn benchmark<T: KVS + 'static>(size: usize, kdims: &[usize], vdims: &[usize], threads: &[usize], ratio: f64, interval: u64, timer: u64) {
+    let name = type_name::<T>().split("::").last().unwrap();
+    for &kdim in kdims {
+        for &vdim in vdims {
+            for &thread in threads {
+                let (path, db) = setup_kvs::<T>(format!("{}-{}-{}", kdim, vdim, thread).as_str(), None, None, None);
+                bencher(name, path.as_path(), size, kdim, vdim, db, ratio, thread, interval, timer);
+            }
+        }
+    }
+}
+
+fn benchmark_iter<T: KVS + 'static>(size: usize, kdim: usize, vdim: usize, interval: u64) {
+    let name = type_name::<T>().split("::").last().unwrap();
+    let (path, db) = setup_kvs::<T>(format!("{}-{}-{}", size, kdim, vdim).as_str(), Some(size), Some(kdim), Some(vdim));
+    let me = Arc::new(procfs::process::Process::myself().unwrap());
+    let shutdown = Arc::new(AtomicBool::new(false));
+    let count = Arc::new(AtomicUsize::new(0));
+    
+    let begin = Arc::new(Instant::now());
+    {
+        let shutdown = shutdown.clone();
+        let count = count.clone();
+        thread::spawn(move || {
+            db.range(|_, _| {
+                count.fetch_add(1, Ordering::Release);
+                Ok(())
+            });
+            shutdown.store(true, Ordering::SeqCst);
+        });    
+    }
+
+    while {
+        thread::sleep(Duration::from_secs(interval));
+        let p = begin.elapsed();
+        let st = me.status().unwrap();
+        let dir_size = fs_extra::dir::get_size(path.clone()).unwrap_or_default();
+        let count = count.load(Ordering::Relaxed);
+        println!("{},range,{},{},1,{},{},{},{}", name, kdim, vdim, count, p.as_nanos(), st.vmrss.unwrap(), dir_size/1024);
+        
+        !shutdown.load(Ordering::Relaxed) 
+    } {}
+}
+
+fn main() {
+    let size = 1 << 24;
+    let kdims: &[usize] = &[1 << 2, 1 << 4, 1 << 6, 1 << 8, 1 << 10, 1 << 12, 1 << 14];
+    let vdims: &[usize] = &[1 << 10];
+    let threads: &[usize] = &[16];
+    let ratio = 0.5;
+    let interval = 5;
+    let timer = 15;
+    println!("name,operation,key size(B),value size(B),thread,operation count,time(ns),vmrss(KB),file size(B)");
+    //benchmark::<Kv>(size, kdims, vdims, threads, ratio, interval, timer);
+    //benchmark::<Kv2>(size, kdims, vdims, threads, ratio, interval, timer);
+    //parallel_benchmark::<Persy>(size, kdims, vdims, threads, ratio, interval, timer);
+    //parallel_benchmark::<Redb>(size, kdims, vdims, threads, ratio, interval, timer);
+    //parallel_benchmark::<Rkv>(size, kdims, vdims, threads);
+    //benchmark::<Rocksdb>(size, kdims, vdims, threads, ratio, interval, timer);
+    //benchmark::<Sled>(size, kdims, vdims, threads, ratio, interval, timer);
+    benchmark_iter::<Kv>(5000000, 1024, 64, 1);
+    benchmark_iter::<Kv2>(5000000, 1024, 64, 1);
+    benchmark_iter::<Rocksdb>(5000000, 1024, 64, 1);
+    benchmark_iter::<Sled>(5000000, 1024, 64, 1);
+}
diff --git a/rust/libs/kvs/benches/kvs_impl.rs b/rust/libs/kvs/benches/kvs_impl.rs
new file mode 100644
index 0000000000..e3ec7c19e7
--- /dev/null
+++ b/rust/libs/kvs/benches/kvs_impl.rs
@@ -0,0 +1,247 @@
+use anyhow::{Result, anyhow};
+use std::{fs, path::Path};
+use kvs::KVS;
+
+// Implement KVS for sled
+pub struct Sled(sled::Db);
+impl KVS for Sled {
+    fn new(path: &str) -> Result<Self> {
+        Ok(Sled(sled::open(path)?))
+    }
+
+    fn get(&self, key: &[u8]) -> Result<Option<Vec<u8>>> {
+        Ok(self.0.get(key)?.map(|iv| iv.to_vec()))
+    }
+
+    fn range(&self, f: impl Fn(&[u8], &[u8]) -> Result<()>) -> Vec<Result<()>> {
+        self.0.iter().map(|result| {
+            match result {
+                Ok(r) => f(r.0.as_ref(), r.1.as_ref()),
+                Err(e) => Err(anyhow!(e))
+            }
+        }).collect()
+    }
+
+    fn set(&self, key: &[u8], value: &[u8]) -> Result<()> {
+        self.0.insert(key, value)?;
+        self.0.flush()?;
+        Ok(())
+    }
+
+    fn del(&self, _key: &[u8]) -> Result<()> {
+        todo!()
+    }
+}
+
+// Implement KVS for kv
+pub struct Kv(kv::Store);
+impl KVS for Kv {
+    fn new(path: &str) -> Result<Self> {
+        let cfg = kv::Config::new(path);
+        let store = kv::Store::new(cfg)?;
+        Ok(Kv(store))
+    }
+
+    fn get(&self, key: &[u8]) -> Result<Option<Vec<u8>>> {
+        let bucket = self.0.bucket::<kv::Raw, kv::Raw>(None)?;
+        Ok(bucket.get(&kv::Raw::from(key))?.map(|v| v.to_vec()))
+    }
+
+    fn range(&self, f: impl Fn(&[u8], &[u8]) -> Result<()>) -> Vec<Result<()>> {
+        let bucket: kv::Bucket<kv::Raw, kv::Raw> = self.0.bucket::<kv::Raw, kv::Raw>(None).unwrap();
+        bucket.iter().map(|result| {
+            match result {
+                Ok(r) => f(r.key::<kv::Raw>().unwrap().as_ref(), r.value::<kv::Raw>().unwrap().as_ref()),
+                Err(e) => Err(anyhow!(e)),
+            }
+        }).collect()
+    }
+
+    fn set(&self, key: &[u8], value: &[u8]) -> Result<()> {
+        let bucket = self.0.bucket::<kv::Raw, kv::Raw>(None)?;
+        bucket.set(&kv::Raw::from(key), &kv::Raw::from(value))?;
+        Ok(())
+    }
+
+    fn del(&self, _key: &[u8]) -> Result<()> {
+        todo!()
+    }
+}
+
+pub struct Kv2(kv::Bucket<'static, kv::Raw, kv::Raw>);
+impl KVS for Kv2 {
+    fn new(path: &str) -> Result<Self> {
+        let cfg = kv::Config::new(path);
+        let store = kv::Store::new(cfg)?;
+        let bucket = store.bucket::<kv::Raw, kv::Raw>(Some("root"))?;
+        Ok(Kv2(bucket))
+    }
+
+    fn get(&self, key: &[u8]) -> Result<Option<Vec<u8>>> {
+        Ok(self.0.get(&kv::Raw::from(key))?.map(|v| v.to_vec()))
+    }
+
+    fn range(&self, f: impl Fn(&[u8], &[u8]) -> Result<()>) -> Vec<Result<()>> {
+        self.0.iter().map(|result| {
+            match result {
+                Ok(r) => f(r.key::<kv::Raw>().unwrap().as_ref(), r.value::<kv::Raw>().unwrap().as_ref()),
+                Err(e) => Err(anyhow!(e)),
+            }
+        }).collect()
+    }
+
+    fn set(&self, key: &[u8], value: &[u8]) -> Result<()> {
+        self.0.set(&kv::Raw::from(key), &kv::Raw::from(value))?;
+        Ok(())
+    }
+
+    fn del(&self, _key: &[u8]) -> Result<()> {
+        todo!()
+    }
+}
+
+// Implement KVS for rkv
+pub struct Rkv(rkv::Rkv<rkv::backend::SafeModeEnvironment>, rkv::SingleStore<rkv::backend::SafeModeDatabase>);
+impl KVS for Rkv {
+    fn new(path: &str) -> Result<Self> {
+        fs::create_dir_all(path)?;
+        let db = rkv::Rkv::new::<rkv::backend::SafeMode>(Path::new(path))?;
+        let store = db.open_single("mydb", rkv::StoreOptions::create())?;
+        Ok(Rkv(db, store))
+    }
+
+    fn get(&self, key: &[u8]) -> Result<Option<Vec<u8>>> {
+        let reader = self.0.read()?;
+        if let Some(val) = self.1.get(&reader, key)? {
+            Ok(Some(val.to_bytes()?.to_vec()))
+        } else {
+            Ok(None)
+        }
+    }
+
+    fn range(&self, f: impl Fn(&[u8], &[u8]) -> Result<()>) -> Vec<Result<()>> {
+        todo!()
+    }
+
+    fn set(&self, key: &[u8], value: &[u8]) -> Result<()> {
+        let mut writer = self.0.write()?;
+        self.1.put(&mut writer, key, &rkv::Value::Blob(value))?;
+        writer.commit()?;
+        Ok(())
+    }
+
+    fn del(&self, _key: &[u8]) -> Result<()> {
+        todo!()
+    }
+}
+
+// Implement KVS for redb
+pub struct Redb(redb::Database, redb::TableDefinition<'static, &'static [u8], &'static [u8]>);
+impl KVS for Redb {
+    fn new(path: &str) -> Result<Self> {
+        fs::create_dir_all(path)?;
+        let db = redb::Database::create(Path::new(path).join("db"))?;
+        let def = redb::TableDefinition::new("x");
+        let txn = db.begin_write()?;
+        {
+            txn.open_table(def)?;
+        }
+        Ok(Redb(db, def))
+    }
+
+    fn get(&self, key: &[u8]) -> Result<Option<Vec<u8>>> {
+        let txn = self.0.begin_read()?;
+        if let Ok(table) = txn.open_table(self.1) {
+            if let Some(val) = table.get(key)? {
+                return Ok(Some(val.value().to_vec()));
+            }
+        }
+        Ok(None)
+    }
+
+    fn range(&self, f: impl Fn(&[u8], &[u8]) -> Result<()>) -> Vec<Result<()>> {
+        todo!()
+    }
+
+    fn set(&self, key: &[u8], value: &[u8]) -> Result<()> {
+        let txn = self.0.begin_write()?;
+        {
+            let mut table = txn.open_table(self.1)?;
+            table.insert(key, value)?;
+        }
+        txn.commit()?;
+        Ok(())
+    }
+
+    fn del(&self, _key: &[u8]) -> Result<()> {
+        todo!()
+    }
+}
+
+// Implement KVS for rocksdb
+pub struct Rocksdb(rocksdb::DB);
+impl KVS for Rocksdb {
+    fn new(path: &str) -> Result<Self> {
+        let db = rocksdb::DB::open_default(path)?;
+        Ok(Rocksdb(db))
+    }
+
+    fn get(&self, key: &[u8]) -> Result<Option<Vec<u8>>> {
+        Ok(self.0.get(key)?)
+    }
+
+    fn range(&self, f: impl Fn(&[u8], &[u8]) -> Result<()>) -> Vec<Result<()>> {
+        self.0.iterator(rocksdb::IteratorMode::Start).map(|v| {
+            match v {
+                Ok(r) => f(&r.0, &r.1),
+                Err(err) => Err(anyhow!(err)),
+            }
+        }).collect()
+    }
+
+    fn set(&self, key: &[u8], value: &[u8]) -> Result<()> {
+        self.0.put(key, value)?;
+        Ok(())
+    }
+
+    fn del(&self, _key: &[u8]) -> Result<()> {
+        todo!()
+    }
+}
+
+// Implement KVS for persy
+pub struct Persy(persy::Persy);
+impl KVS for Persy {
+    fn new(path: &str) -> Result<Self> {
+        fs::create_dir_all(path)?;
+        let persy = persy::Persy::open_or_create_with(Path::new(path).join("db"), persy::Config::new(), |persy| {
+            let mut tx = persy.begin()?;
+            tx.create_segment("main")?;
+            tx.create_index::<persy::ByteVec, persy::ByteVec>("index", persy::ValueMode::Replace)?;
+            tx.prepare()?.commit()?;
+            Ok(())
+        })?;
+        Ok(Persy(persy))
+    }
+
+    fn get(&self, key: &[u8]) -> Result<Option<Vec<u8>>> {
+        let mut tx = self.0.begin()?;
+        let result = tx.one::<persy::ByteVec, persy::ByteVec>("index", &persy::ByteVec::new(key.to_vec()))?.map(|v| v.to_vec());
+        Ok(result)
+    }
+
+    fn range(&self, f: impl Fn(&[u8], &[u8]) -> Result<()>) -> Vec<Result<()>> {
+        todo!()
+    }
+
+    fn set(&self, key: &[u8], value: &[u8]) -> Result<()> {
+        let mut tx = self.0.begin()?;
+        tx.put::<persy::ByteVec, persy::ByteVec>("index", persy::ByteVec::new(key.to_vec()), persy::ByteVec::new(value.to_vec()))?;
+        tx.prepare()?.commit()?;
+        Ok(())
+    }
+
+    fn del(&self, _key: &[u8]) -> Result<()> {
+        todo!()
+    }
+}
\ No newline at end of file
diff --git a/rust/libs/kvs/benches/util.rs b/rust/libs/kvs/benches/util.rs
new file mode 100644
index 0000000000..3a696c733b
--- /dev/null
+++ b/rust/libs/kvs/benches/util.rs
@@ -0,0 +1,35 @@
+use std::{any::type_name, path::{Path, PathBuf}, sync::OnceLock};
+
+use kvs::KVS;
+use rand::{thread_rng, Rng};
+
+static TIMESTAMP: OnceLock<i64> = OnceLock::new();
+
+pub fn setup_kvs<T: KVS + Send + Sync + 'static>(param: &str, size: Option<usize>, kdim: Option<usize>, vdim: Option<usize>) -> (PathBuf, T) {
+    let name = type_name::<T>().split("::").last().unwrap();
+    let path = Path::new(&format!("/tmp/kvs_bench/{}", TIMESTAMP.get_or_init(|| chrono::Local::now().timestamp()))).join(format!("{}-{}", name, param));
+    let db = T::new(path.to_str().unwrap()).unwrap();
+    if let Some(size) = size {
+        let kdim = match kdim {
+            Some(d) => d,
+            None => 1024,
+        };
+        let vdim = match vdim {
+            Some(d) => d,
+            None => 64,
+        };
+        for i in 0..size {
+            let mut key = i.to_ne_bytes().to_vec();
+            key.resize_with(kdim, Default::default);
+            db.set(&key, &random_bytes(vdim)).unwrap();
+        }
+    }
+    (path.clone(), db)
+}
+
+pub fn random_bytes(dim: usize) -> Vec<u8> {
+    let mut buf = vec![0u8; dim];
+    thread_rng().fill(&mut buf[..]);
+    buf
+}
+
diff --git a/rust/libs/kvs/monotonic.csv b/rust/libs/kvs/monotonic.csv
new file mode 100644
index 0000000000..9ea35eca62
--- /dev/null
+++ b/rust/libs/kvs/monotonic.csv
@@ -0,0 +1,151 @@
+name,operation,key size(B),value size(B),insert size,time(ns),vmrss(KB),file size(KB)
+Kv,set,8,256,16384,52317067,40956,8704
+Kv,set,8,256,32768,108854857,48348,16384
+Kv,set,8,256,65536,212059960,63332,30208
+Kv,get,8,256,16384,7504107,62820,30208
+Kv,get,8,256,32768,15659334,62820,30208
+Kv,get,8,256,65536,31042616,62820,30208
+Kv,set,8,4096,16384,192113567,278884,169984
+Kv,set,8,4096,32768,386098851,523620,355328
+Kv,set,8,4096,65536,745305519,845924,699392
+Kv,get,8,4096,16384,13276522,845924,699392
+Kv,get,8,4096,32768,25891785,845924,699392
+Kv,get,8,4096,65536,50297071,845924,699392
+Kv,set,1024,256,16384,89856605,584004,46080
+Kv,set,1024,256,32768,176715337,584004,92160
+Kv,set,1024,256,65536,341876397,584004,172544
+Kv,get,1024,256,16384,11839858,584004,172544
+Kv,get,1024,256,32768,23444501,584004,172544
+Kv,get,1024,256,65536,46311601,584004,172544
+Kv,set,1024,4096,16384,170578664,589636,209920
+Kv,set,1024,4096,32768,369422116,640836,385536
+Kv,set,1024,4096,65536,808707387,975684,812544
+Kv,get,1024,4096,16384,17459875,975684,812544
+Kv,get,1024,4096,32768,34642897,975684,812544
+Kv,get,1024,4096,65536,67742448,975684,812544
+Persy,set,8,256,16384,31844077153,975940,11810
+Persy,set,8,256,32768,64048722025,975940,23847
+Persy,set,8,256,65536,128299148739,975940,40376
+Persy,get,8,256,16384,185831600,975940,40904
+Persy,get,8,256,32768,368795312,975940,41437
+Persy,get,8,256,65536,817887239,975940,42502
+Persy,set,8,4096,16384,44241319613,975940,178400
+Persy,set,8,4096,32768,87088482608,975940,360676
+Persy,set,8,4096,65536,178808859955,975940,622841
+Persy,get,8,4096,16384,1135972202,975940,623435
+Persy,get,8,4096,32768,2183735534,975940,624035
+Persy,get,8,4096,65536,4377271713,975940,625234
+Persy,set,1024,256,16384,34925999260,975940,47356
+Persy,set,1024,256,32768,69771460672,975940,97021
+Persy,set,1024,256,65536,140706842284,975940,163203
+Persy,get,1024,256,16384,470334012,975940,163735
+Persy,get,1024,256,32768,932689110,975940,164268
+Persy,get,1024,256,65536,2246430585,975940,165333
+Persy,set,1024,4096,16384,50134240782,975940,187620
+Persy,set,1024,4096,32768,104651899851,975940,380134
+Persy,set,1024,4096,65536,213962869163,975940,651883
+Persy,get,1024,4096,16384,1389031519,975940,652482
+Persy,get,1024,4096,32768,2682018616,975940,653081
+Persy,get,1024,4096,65536,7230902561,975940,654280
+Redb,set,8,256,16384,33715525974,976196,16972
+Redb,set,8,256,32768,68663598622,976196,33420
+Redb,set,8,256,65536,135920045744,976196,66316
+Redb,get,8,256,16384,10610995,976196,66316
+Redb,get,8,256,32768,20892308,976196,66316
+Redb,get,8,256,65536,41462418,976196,66316
+Redb,set,8,4096,16384,60437296026,976196,263692
+Redb,set,8,4096,32768,121672617028,976196,526860
+Redb,set,8,4096,65536,241943663699,976196,1053196
+Redb,get,8,4096,16384,47602417,976196,1053196
+Redb,get,8,4096,32768,94829265,976196,1053196
+Redb,get,8,4096,65536,188246822,976196,1053196
+Redb,set,1024,256,16384,47568997640,976196,66316
+Redb,set,1024,256,32768,93926568045,976196,132108
+Redb,set,1024,256,65536,189053299627,976196,263692
+Redb,get,1024,256,16384,35692337,976196,263692
+Redb,get,1024,256,32768,71264748,976196,263692
+Redb,get,1024,256,65536,124306601,976196,263692
+Redb,set,1024,4096,16384,62402538986,976196,263692
+Redb,set,1024,4096,32768,125221720242,976196,526860
+Redb,set,1024,4096,65536,248991936641,976196,1053196
+Redb,get,1024,4096,16384,69113194,976196,1053196
+Redb,get,1024,4096,32768,139927623,976196,1053196
+Redb,get,1024,4096,65536,247196358,976196,1053196
+Rkv,set,8,256,16384,82015113182,976196,4752
+Rkv,set,8,256,32768,433660895293,976196,9504
+Rkv,set,8,256,65536,2259044508782,976196,19008
+Rkv,get,8,256,16384,9430750,976196,19008
+Rkv,get,8,256,32768,19444863,976196,19008
+Rkv,get,8,256,65536,38290003,976196,19008
+Rkv,set,8,256,16384,83108979572,29036,4752
+Rkv,set,8,256,32768,375439350757,53060,9504
+Rkv,set,8,256,65536,1735609115732,101736,19008
+Rkv,get,8,256,16384,7862860,101736,19008
+Rkv,get,8,256,32768,16121688,101736,19008
+Rkv,get,8,256,65536,34069736,101736,19008
+Rkv,set,8,4096,16384,1178671017045,145260,66192
+Rkv,set,8,4096,32768,4542329012510,287780,132384
+Rkv,set,8,4096,65536,18767092357405,573544,264768
+Rkv,get,8,4096,16384,39109039,573544,264768
+Rkv,get,8,4096,32768,76957637,573544,264768
+Rkv,get,8,4096,65536,153408657,573544,264768
+Rkv,set,1024,256,16384,370063996143,491572,21008
+Rkv,set,1024,256,32768,1550460002423,491572,42016
+Rkv,set,1024,256,65536,5921470023454,494488,84032
+Rkv,get,1024,256,16384,9428396,494488,84032
+Rkv,get,1024,256,32768,17893967,494488,84032
+Rkv,get,1024,256,65536,34487704,494488,84032
+Rkv,set,1024,4096,16384,1408240176761,414948,82448
+Rkv,set,1024,4096,32768,5709083391964,412024,164896
+Rkv,set,1024,4096,65536,24655840565226,705408,329792
+Rkv,get,1024,4096,16384,37414195,705408,329792
+Rkv,get,1024,4096,32768,74588507,705408,329792
+Rkv,get,1024,4096,65536,148192954,705408,329792
+Rocksdb,set,8,256,16384,33294060,606516,4618
+Rocksdb,set,8,256,32768,68361350,606516,9211
+Rocksdb,set,8,256,65536,138818150,606516,18397
+Rocksdb,get,8,256,16384,6334078,606516,18397
+Rocksdb,get,8,256,32768,12305161,606516,18397
+Rocksdb,get,8,256,65536,23865645,606516,18397
+Rocksdb,set,8,4096,16384,122498154,608820,66859
+Rocksdb,set,8,4096,32768,305575413,609076,136127
+Rocksdb,set,8,4096,65536,816526247,609588,273947
+Rocksdb,get,8,4096,16384,78125220,609844,329969
+Rocksdb,get,8,4096,32768,142998159,609844,329969
+Rocksdb,get,8,4096,65536,246904883,611892,330660
+Rocksdb,set,1024,256,16384,59924088,611892,20894
+Rocksdb,set,1024,256,32768,120133435,611892,41762
+Rocksdb,set,1024,256,65536,241711681,611892,99854
+Rocksdb,get,1024,256,16384,18302262,611892,99854
+Rocksdb,get,1024,256,32768,46522916,611892,35062
+Rocksdb,get,1024,256,65536,93557990,611892,35062
+Rocksdb,set,1024,4096,16384,143235688,611892,115515
+Rocksdb,set,1024,4096,32768,330444163,611892,205470
+Rocksdb,set,1024,4096,65536,742047117,611892,301342
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+Rocksdb,get,1024,4096,32768,183630915,612148,399491
+Rocksdb,get,1024,4096,65536,278129944,612148,399492
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+Sled,get,8,256,65536,30343986,612660,30720
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+Sled,get,8,4096,32768,26768180,416392,585216
+Sled,get,8,4096,65536,50473952,416392,585216
+Sled,set,1024,256,16384,972741290,416392,38591
+Sled,set,1024,256,32768,1964873239,416392,82051
+Sled,set,1024,256,65536,3811110522,416392,180238
+Sled,get,1024,256,16384,11375765,416392,180238
+Sled,get,1024,256,32768,22431705,416392,180238
+Sled,get,1024,256,65536,42617998,416392,180238
+Sled,set,1024,4096,16384,1934696399,416392,180736
+Sled,set,1024,4096,32768,3837504935,416392,365056
+Sled,set,1024,4096,65536,7646185815,465544,755712
+Sled,get,1024,4096,16384,16281885,465544,755712
+Sled,get,1024,4096,32768,32213719,465544,755712
+Sled,get,1024,4096,65536,62963241,465544,755712
diff --git a/rust/libs/kvs/parallel.csv b/rust/libs/kvs/parallel.csv
new file mode 100644
index 0000000000..349627d066
--- /dev/null
+++ b/rust/libs/kvs/parallel.csv
@@ -0,0 +1,4013 @@
+name,operation,key size(B),value size(B),thread,insert size,time(ns),vmrss(KB),file size(B)
+Kv,set,8,256,2,250849,1000162624,149376,110592
+Kv,get,8,256,2,250899,1000162624,149376,110592
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+Kv,get,8,256,32,983745,1004024660,1084628,314944
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+Kv,get,8,4096,32,204562,1002918450,5787772,435200
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+Kv,get,1024,256,2,181735,1000128670,4172712,434688
+Kv,set,1024,256,8,473322,1000203963,4376248,516584
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+Kv,get,1024,4096,2,89258,1000118220,5136372,543232
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+Kv,get,1024,4096,32,141315,1005678605,6737256,619360
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+Persy,get,1024,4096,32,45959,145024663012,6425872,545382
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+Persy,get,1024,4096,32,46222,146024820833,6425872,550502
+Persy,set,1024,4096,32,47557,147025004813,6425872,549478
+Persy,get,1024,4096,32,46526,147025004813,6425872,549478
+Persy,set,1024,4096,32,47842,148025159228,6428432,550502
+Persy,get,1024,4096,32,46857,148025159228,6428432,550502
+Persy,set,1024,4096,32,48130,149025335023,6428432,547430
+Persy,get,1024,4096,32,47145,149025335023,6428432,547430
+Persy,set,1024,4096,32,48415,150025498385,6428432,546406
+Persy,get,1024,4096,32,47481,150025498385,6428432,546406
+Persy,set,1024,4096,32,48700,151025661636,6421900,545382
+Persy,get,1024,4096,32,47744,151025661636,6421900,545382
+Persy,set,1024,4096,32,49002,152025843132,6420532,544358
+Persy,get,1024,4096,32,48016,152025843132,6420532,544358
+Persy,set,1024,4096,32,49312,153026029517,6422324,543334
+Persy,get,1024,4096,32,48307,153026029517,6422324,543334
+Persy,set,1024,4096,32,49600,154026196145,6416600,545510
+Persy,get,1024,4096,32,48627,154026196145,6416600,545510
+Persy,set,1024,4096,32,49878,155026341403,6423000,625382
+Persy,get,1024,4096,32,48886,155026341403,6423000,625382
+Persy,set,1024,4096,32,50203,156026492280,6424024,649446
+Persy,get,1024,4096,32,49194,156026492280,6424024,649446
+Persy,set,1024,4096,32,50544,157026666002,6424024,657126
+Persy,get,1024,4096,32,49548,157026666002,6424024,657126
+Persy,set,1024,4096,32,50891,158026840514,6424024,659174
+Persy,get,1024,4096,32,49923,158026840514,6424024,659174
+Persy,set,1024,4096,32,51269,159026995400,6424024,658662
+Persy,get,1024,4096,32,50230,159026995400,6424024,658662
+Persy,set,1024,4096,32,51640,160027184781,6424024,658150
+Persy,get,1024,4096,32,50626,160027184781,6424024,658150
+Persy,set,1024,4096,32,52006,161027360376,6424024,658662
+Persy,get,1024,4096,32,50974,161027360376,6424024,658662
+Persy,set,1024,4096,32,52359,162027515171,6424024,665318
+Persy,get,1024,4096,32,51299,162027515171,6424024,665318
+Persy,set,1024,4096,32,52725,163027678001,6424024,672998
+Persy,get,1024,4096,32,51718,163027678001,6424024,672998
+Persy,set,1024,4096,32,53090,164027830903,6424024,673510
+Persy,get,1024,4096,32,52060,164027830903,6424024,673510
+Persy,set,1024,4096,32,53458,165028008652,6424024,673510
+Persy,get,1024,4096,32,52407,165028008652,6424024,673510
+Persy,set,1024,4096,32,53805,166028126628,6424024,679142
+Persy,get,1024,4096,32,52752,166028126628,6424024,679142
+Persy,set,1024,4096,32,54185,167028283828,6424024,682726
+Persy,get,1024,4096,32,53132,167028283828,6424024,682726
+Persy,set,1024,4096,32,54549,168028440467,6424024,694502
+Persy,get,1024,4096,32,53468,168028440467,6424024,694502
+Persy,set,1024,4096,32,54900,169028606223,6424024,687334
+Persy,get,1024,4096,32,53815,169028606223,6424024,687334
+Persy,set,1024,4096,32,55227,170028749978,6424024,683238
+Persy,get,1024,4096,32,54105,170028749978,6424024,683238
+Persy,set,1024,4096,32,55583,171028913259,6424024,682726
+Persy,get,1024,4096,32,54474,171028913259,6424024,682726
+Persy,set,1024,4096,32,55921,172029078334,6424024,682214
+Persy,get,1024,4096,32,54839,172029078334,6424024,682214
+Persy,set,1024,4096,32,56200,173029230695,6424024,682214
+Persy,get,1024,4096,32,55083,173029230695,6424024,682214
+Persy,set,1024,4096,32,56435,174029395710,6424024,682214
+Persy,get,1024,4096,32,55353,174029395710,6424024,682214
+Persy,set,1024,4096,32,56717,175029546457,6424024,682214
+Persy,get,1024,4096,32,55650,175029546457,6424024,682214
+Persy,set,1024,4096,32,57100,176029704920,6424024,682214
+Persy,get,1024,4096,32,55973,176029704920,6424024,682214
+Persy,set,1024,4096,32,57490,177029885544,6424024,682214
+Persy,get,1024,4096,32,56481,177029885544,6424024,682214
+Persy,set,1024,4096,32,57872,178030050669,6424024,682214
+Persy,get,1024,4096,32,56824,178030050669,6424024,682214
+Persy,set,1024,4096,32,58233,179030233427,6424024,682214
+Persy,get,1024,4096,32,57171,179030233427,6424024,682214
+Persy,set,1024,4096,32,58601,180030416586,6424536,682214
+Persy,get,1024,4096,32,57520,180030416586,6424536,682214
+Persy,set,1024,4096,32,58956,181030560862,6424536,682214
+Persy,get,1024,4096,32,57903,181030560862,6424536,682214
+Persy,set,1024,4096,32,59274,182030710948,6427096,682214
+Persy,get,1024,4096,32,58238,182030710948,6427096,682214
+Persy,set,1024,4096,32,59565,183030879790,6427096,682214
+Persy,get,1024,4096,32,58539,183030879790,6427096,682214
+Persy,set,1024,4096,32,59861,184031047069,6428888,682214
+Persy,get,1024,4096,32,58850,184031047069,6428888,682214
+Persy,set,1024,4096,32,60162,185031212585,6428888,682214
+Persy,get,1024,4096,32,59152,185031212585,6428888,682214
+Persy,set,1024,4096,32,60443,186031376588,6428888,682214
+Persy,get,1024,4096,32,59449,186031376588,6428888,682214
+Persy,set,1024,4096,32,60736,187031535210,6428888,682214
+Persy,get,1024,4096,32,59751,187031535210,6428888,682214
+Persy,set,1024,4096,32,61030,188031685116,6428888,682214
+Persy,get,1024,4096,32,60029,188031685116,6428888,682214
+Persy,set,1024,4096,32,61319,189031846504,6428888,682214
+Persy,get,1024,4096,32,60308,189031846504,6428888,682214
+Persy,set,1024,4096,32,61613,190032015417,6428888,682214
+Persy,get,1024,4096,32,60633,190032015417,6428888,682214
+Persy,set,1024,4096,32,61913,191032193045,6428888,682214
+Persy,get,1024,4096,32,60903,191032193045,6428888,682214
+Persy,set,1024,4096,32,62205,192032374130,6428888,682214
+Persy,get,1024,4096,32,61197,192032374130,6428888,682214
+Persy,set,1024,4096,32,62491,193032521682,6428888,682214
+Persy,get,1024,4096,32,61464,193032521682,6428888,682214
+Persy,set,1024,4096,32,62781,194032664765,6428888,682214
+Persy,get,1024,4096,32,61767,194032664765,6428888,682214
+Persy,set,1024,4096,32,63067,195032818228,6428888,682214
+Persy,get,1024,4096,32,62058,195032818228,6428888,682214
+Persy,set,1024,4096,32,63345,196032998231,6428888,684262
+Persy,get,1024,4096,32,62318,196032998231,6428888,684262
+Persy,set,1024,4096,32,63640,197033151113,6428888,682214
+Persy,get,1024,4096,32,62612,197033151113,6428888,682214
+Persy,set,1024,4096,32,63933,198033358968,6428888,689382
+Persy,get,1024,4096,32,62927,198033358968,6428888,689382
+Persy,set,1024,4096,32,64212,199033546318,6428888,688358
+Persy,get,1024,4096,32,63236,199033546318,6428888,688358
+Persy,set,1024,4096,32,64494,200033691711,6429144,689382
+Persy,get,1024,4096,32,63517,200033691711,6429144,689382
+Persy,set,1024,4096,32,64776,201033865959,6429144,686310
+Persy,get,1024,4096,32,63805,201033865959,6429144,686310
+Persy,set,1024,4096,32,65065,202034044045,6426928,685286
+Persy,get,1024,4096,32,64108,202034044045,6426928,685286
+Persy,set,1024,4096,32,65350,203034216940,6426928,683238
+Persy,get,1024,4096,32,64371,203034216940,6426928,683238
+Persy,set,1024,4096,32,65651,204034383905,6426928,682214
+Persy,get,1024,4096,32,64674,204034383905,6426928,682214
+Rocksdb,set,8,256,2,244553,1000099848,6394336,109077
+Rocksdb,get,8,256,2,245141,1000099848,6394336,109077
+Rocksdb,set,8,256,8,545970,1000278385,6419724,147134
+Rocksdb,get,8,256,8,545869,1000278385,6419724,147134
+Rocksdb,set,8,256,32,457606,1001279156,6402328,128995
+Rocksdb,get,8,256,32,457698,1001279156,6402328,128995
+Rocksdb,set,8,4096,2,100991,1000122741,6487344,593560
+Rocksdb,get,8,4096,2,101092,1000122741,6487344,593560
+Rocksdb,set,8,4096,8,110444,1000247316,6549740,640802
+Rocksdb,get,8,4096,8,110705,1000247316,6549740,640802
+Rocksdb,set,8,4096,32,106622,1001056846,6528364,624267
+Rocksdb,get,8,4096,32,106565,1001056846,6528364,624267
+Rocksdb,set,1024,256,2,164741,1000096241,6549164,67854
+Rocksdb,get,1024,256,2,162946,1000096241,6549164,67854
+Rocksdb,set,1024,256,8,277232,1000290978,6549420,143458
+Rocksdb,get,1024,256,8,277734,1000290978,6549420,143458
+Rocksdb,set,1024,256,32,248793,1004482918,6471092,143585
+Rocksdb,get,1024,256,32,248581,1004482918,6471092,143585
+Rocksdb,set,1024,4096,2,77469,1000103825,6440916,459443
+Rocksdb,get,1024,4096,2,77206,1000103825,6440916,459443
+Rocksdb,set,1024,4096,8,76383,1000281320,6487364,453531
+Rocksdb,get,1024,4096,8,76231,1000281320,6487364,453531
+Rocksdb,set,1024,4096,32,79851,1002023442,6439544,500102
+Rocksdb,get,1024,4096,32,79618,1002023442,6439544,500102
+Sled,set,8,256,2,35550,1000094217,5341252,16582
+Sled,get,8,256,2,35809,1000094217,5341252,16582
+Sled,set,8,256,2,75126,2000275028,5278032,35328
+Sled,get,8,256,2,75483,2000275028,5278032,35328
+Sled,set,8,256,8,88281,1000192464,5027216,39936
+Sled,get,8,256,8,88570,1000192464,5027216,39936
+Sled,set,8,256,32,138517,1003309983,4976748,62068
+Sled,get,8,256,32,138159,1003309983,4976748,62068
+Sled,set,8,4096,2,16261,1000095749,5006188,139264
+Sled,get,8,4096,2,16176,1000095749,5006188,139264
+Sled,set,8,4096,2,33643,2000332426,5086888,277348
+Sled,get,8,4096,2,33602,2000332426,5086888,277348
+Sled,set,8,4096,2,48296,3000573019,5152168,409212
+Sled,get,8,4096,2,48192,3000573019,5152168,409212
+Sled,set,8,4096,2,65141,4000745394,5199784,568832
+Sled,get,8,4096,2,64684,4000745394,5199784,568832
+Sled,set,8,4096,2,81992,5000929801,5253032,696204
+Sled,get,8,4096,2,81482,5000929801,5253032,696204
+Sled,set,8,4096,8,32772,1000921620,5461628,299008
+Sled,get,8,4096,8,32186,1000921620,5461628,299008
+Sled,set,8,4096,8,65830,2001083064,5718140,618310
+Sled,get,8,4096,8,65273,2001083064,5718140,618310
+Sled,set,8,4096,32,41752,1009930199,5741092,410112
+Sled,get,8,4096,32,41033,1009930199,5741092,410112
+Sled,set,8,4096,32,86363,2010149332,5986852,793600
+Sled,get,8,4096,32,85500,2010149332,5986852,793600
+Sled,set,1024,256,2,26508,1000099617,5599564,77660
+Sled,get,1024,256,2,26035,1000099617,5599564,77660
+Sled,set,1024,256,2,53615,2000257003,5575664,159727
+Sled,get,1024,256,2,53128,2000257003,5575664,159727
+Sled,set,1024,256,2,79259,3000425571,5534064,221228
+Sled,get,1024,256,2,79079,3000425571,5534064,221228
+Sled,set,1024,256,8,60327,1000170471,5405512,172032
+Sled,get,1024,256,8,60362,1000170471,5405512,172032
+Sled,set,1024,256,8,125612,2000339359,5446216,253440
+Sled,get,1024,256,8,125813,2000339359,5446216,253440
+Sled,set,1024,256,32,84574,1001919756,5394960,242688
+Sled,get,1024,256,32,84443,1001919756,5394960,242688
+Sled,set,1024,4096,2,14751,1000102843,5479324,153765
+Sled,get,1024,4096,2,14766,1000102843,5479324,153765
+Sled,set,1024,4096,2,29951,2000285868,5504668,332641
+Sled,get,1024,4096,2,30010,2000285868,5504668,332641
+Sled,set,1024,4096,2,45660,3000452862,5528988,494080
+Sled,get,1024,4096,2,45852,3000452862,5528988,494080
+Sled,set,1024,4096,2,61585,4000647278,5558172,701440
+Sled,get,1024,4096,2,61913,4000647278,5558172,701440
+Sled,set,1024,4096,2,76812,5000839350,5592220,844263
+Sled,get,1024,4096,2,77164,5000839350,5592220,844263
+Sled,set,1024,4096,8,27354,1000170902,5625596,311471
+Sled,get,1024,4096,8,27404,1000170902,5625596,311471
+Sled,set,1024,4096,8,54831,2000371349,5696508,636943
+Sled,get,1024,4096,8,54577,2000371349,5696508,636943
+Sled,set,1024,4096,8,64131,3000516021,5716988,743936
+Sled,get,1024,4096,8,64138,3000516021,5716988,743936
+Sled,set,1024,4096,8,72520,4000715718,5746172,820736
+Sled,get,1024,4096,8,72520,4000715718,5746172,820736
+Sled,set,1024,4096,32,8969,1003625479,5672348,96653
+Sled,get,1024,4096,32,9106,1003625479,5672348,96653
+Sled,set,1024,4096,32,16176,2003813212,5699740,196905
+Sled,get,1024,4096,32,16396,2003813212,5699740,196905
+Sled,set,1024,4096,32,25073,3004015724,5757852,314198
+Sled,get,1024,4096,32,25506,3004015724,5757852,314198
+Sled,set,1024,4096,32,33884,4004190283,5816988,426960
+Sled,get,1024,4096,32,34438,4004190283,5816988,426960
+Sled,set,1024,4096,32,41990,5004364741,5882012,549376
+Sled,get,1024,4096,32,42513,5004364741,5882012,549376
+Sled,set,1024,4096,32,50994,6004592390,5944988,667648
+Sled,get,1024,4096,32,51501,6004592390,5944988,667648
+Sled,set,1024,4096,32,59774,7004781657,6009244,786944
+Sled,get,1024,4096,32,60479,7004781657,6009244,786944
+Sled,set,1024,4096,32,70172,8004963239,6076316,892918
+Sled,get,1024,4096,32,70965,8004963239,6076316,892918
diff --git a/rust/libs/kvs/src/lib.rs b/rust/libs/kvs/src/lib.rs
new file mode 100644
index 0000000000..054261b425
--- /dev/null
+++ b/rust/libs/kvs/src/lib.rs
@@ -0,0 +1,10 @@
+use anyhow::Result;
+
+// KVS trait for abstraction
+pub trait KVS: Send + Sync {
+    fn new(path: &str) -> Result<Self> where Self: Sized + Send + Sync;
+    fn get(&self, key: &[u8]) -> Result<Option<Vec<u8>>>;
+    fn range(&self, f: impl Fn(&[u8], &[u8]) -> Result<()>) -> Vec<Result<()>>;
+    fn set(&self, key: &[u8], value: &[u8]) -> Result<()>;
+    fn del(&self, key: &[u8]) -> Result<()>;
+}
diff --git a/rust/libs/ngt-rs/build.rs b/rust/libs/ngt-rs/build.rs
index 15e18a7a51..6e75ff37df 100644
--- a/rust/libs/ngt-rs/build.rs
+++ b/rust/libs/ngt-rs/build.rs
@@ -25,6 +25,7 @@ fn main() -> miette::Result<()> {
         .compile("ngt-rs");
 
     println!("cargo:rustc-link-search=native=/usr/local/lib");
+    println!("cargo:rustc-link-search=native=~/.local/lib");
     println!("cargo:rustc-link-lib=static=ngt");
     println!("cargo:rustc-link-lib=dylib=gomp");
     println!("cargo:rerun-if-changed=src/*");
diff --git a/rust/range.csv b/rust/range.csv
new file mode 100644
index 0000000000..bcbd2f48af
--- /dev/null
+++ b/rust/range.csv
@@ -0,0 +1,30 @@
+name,operation,key size(B),value size(B),thread,operation count,time(ns),vmrss(KB),file size(B)
+Kv,range,1024,64,1,558208,1000117123,1817960,8695296
+Kv,range,1024,64,1,1187584,2000564039,2057464,8696320
+Kv,range,1024,64,1,1879424,3000822549,2116080,8696832
+Kv,range,1024,64,1,2568960,4002892100,2129384,8697856
+Kv,range,1024,64,1,3244672,5009190749,2147560,8698368
+Kv,range,1024,64,1,3921280,6015678185,2162664,8698368
+Kv,range,1024,64,1,4597677,7020585586,2173156,8698880
+Kv,range,1024,64,1,5000000,8026217064,2136720,8698880
+Kv2,range,1024,64,1,666427,1000077338,2914880,8334848
+Kv2,range,1024,64,1,1331239,2000608503,3095616,8335360
+Kv2,range,1024,64,1,2021632,3001154536,3131200,8336384
+Kv2,range,1024,64,1,2705280,4006846158,3147840,8336896
+Kv2,range,1024,64,1,3390592,5013731746,3152960,8337408
+Kv2,range,1024,64,1,4061087,6020215434,3163200,8337408
+Kv2,range,1024,64,1,4719488,7026453008,3164480,8337408
+Kv2,range,1024,64,1,5000000,8032926317,3143616,8337920
+Rocksdb,range,1024,64,1,1099904,1000084442,3198912,935701
+Rocksdb,range,1024,64,1,2143904,2000477436,3207360,1021716
+Rocksdb,range,1024,64,1,3234224,3000749381,3215808,1113613
+Rocksdb,range,1024,64,1,4362889,4000987032,3224000,1215551
+Rocksdb,range,1024,64,1,5000000,5001268926,3163084,694460
+Sled,range,1024,64,1,554256,1000097183,2891284,8229888
+Sled,range,1024,64,1,1212938,2000514570,3133716,8230417
+Sled,range,1024,64,1,1921309,3000923723,3192596,8230912
+Sled,range,1024,64,1,2565248,4005651863,3210260,8230912
+Sled,range,1024,64,1,3253760,5012206462,3219988,8230912
+Sled,range,1024,64,1,3933726,6016694078,3241748,8230912
+Sled,range,1024,64,1,4627851,7022714469,3251220,8230912
+Sled,range,1024,64,1,5000000,8028587882,3115228,8230912