Build basic inference setup in rust

4 files changed, 4882 insertions, 56 deletions

diff --git a/Cargo.lock b/Cargo.lock
index 973834c..d07dbb8 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -3,6 +3,35 @@
 version = 4
 
 [[package]]
+name = "adler2"
+version = "2.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "512761e0bb2578dd7380c6baaa0f4ce03e84f95e960231d1dec8bf4d7d6e2627"
+
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b169f7a6d4742236a0a00c541b845991d0ac43e546831af1249753ab4c3aa3a0"
+dependencies = [
+ "cfg-if",
+ "cipher",
+ "cpufeatures",
+]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e89da841a80418a9b391ebaea17f5c112ffaaa96f621d2c285b5174da76b9011"
+dependencies = [
+ "cfg-if",
+ "once_cell",
+ "version_check",
+ "zerocopy 0.7.35",
+]
+
+[[package]]
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@@ -12,6 +41,27 @@ dependencies = [
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 [[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4aa90d7ce82d4be67b64039a3d588d38dbcc6736577de4a847025ce5b0c468d1"
+
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+checksum = "683d7910e743518b0e34f1186f92494becacb047c7b6bf616c96772180fef923"
+
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+checksum = "819e7219dbd41043ac279b19830f2efc897156490d7fd6ea916720117ee66311"
+dependencies = [
+ "libc",
+]
+
+[[package]]
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 source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -47,7 +97,7 @@ version = "1.1.2"
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 checksum = "79947af37f4177cfead1110013d678905c37501914fba0efea834c3fe9a8d60c"
 dependencies = [
- "windows-sys",
+ "windows-sys 0.59.0",
 ]
 
 [[package]]
@@ -58,7 +108,7 @@ checksum = "ca3534e77181a9cc07539ad51f2141fe32f6c3ffd4df76db8ad92346b003ae4e"
 dependencies = [
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  "once_cell",
- "windows-sys",
+ "windows-sys 0.59.0",
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 [[package]]
@@ -68,38 +118,189 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6b964d184e89d9b6b67dd2715bc8e74cf3107fb2b529990c90cf517326150bf4"
 
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+checksum = "dde20b3d026af13f561bdd0f15edf01fc734f0dafcedbaf42bba506a9517f223"
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+ "derive_arbitrary",
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+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.98",
+]
+
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+ "event-listener-strategy",
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+ "bitflags 2.8.0",
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+ "itertools 0.13.0",
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@@ -113,12 +314,429 @@ dependencies = [
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+
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+
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+
+[[package]]
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+checksum = "bdb116a6ef3f6c3698828873ad02c3014b3c85cadb88496095628e3ef1e347f8"
+dependencies = [
+ "bzip2-sys",
+ "libc",
+]
+
+[[package]]
+name = "bzip2"
+version = "0.5.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "49ecfb22d906f800d4fe833b6282cf4dc1c298f5057ca0b5445e5c209735ca47"
+dependencies = [
+ "bzip2-sys",
+]
+
+[[package]]
+name = "bzip2-sys"
+version = "0.1.13+1.0.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "225bff33b2141874fe80d71e07d6eec4f85c5c216453dd96388240f96e1acc14"
+dependencies = [
+ "cc",
+ "pkg-config",
+]
+
+[[package]]
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 source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -128,6 +746,28 @@ dependencies = [
 ]
 
 [[package]]
+name = "candle-core"
+version = "0.8.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "06ccf5ee3532e66868516d9b315f73aec9f34ea1a37ae98514534d458915dbf1"
+dependencies = [
+ "byteorder",
+ "gemm 0.17.1",
+ "half",
+ "memmap2 0.9.5",
+ "num-traits",
+ "num_cpus",
+ "rand 0.9.0",
+ "rand_distr 0.5.1",
+ "rayon",
+ "safetensors 0.4.5",
+ "thiserror 1.0.69",
+ "ug",
+ "yoke",
+ "zip 1.1.4",
+]
+
+[[package]]
 name = "cargo-platform"
 version = "0.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -147,7 +787,7 @@ dependencies = [
  "semver",
  "serde",
  "serde_json",
- "thiserror",
+ "thiserror 1.0.69",
 ]
 
 [[package]]
@@ -161,7 +801,22 @@ dependencies = [
  "semver",
  "serde",
  "serde_json",
- "thiserror",
+ "thiserror 1.0.69",
+]
+
+[[package]]
+name = "cassowary"
+version = "0.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "df8670b8c7b9dae1793364eafadf7239c40d669904660c5960d74cfd80b46a53"
+
+[[package]]
+name = "castaway"
+version = "0.2.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0abae9be0aaf9ea96a3b1b8b1b55c602ca751eba1b1500220cea4ecbafe7c0d5"
+dependencies = [
+ "rustversion",
 ]
 
 [[package]]
@@ -170,6 +825,8 @@ version = "1.2.15"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c736e259eea577f443d5c86c304f9f4ae0295c43f3ba05c21f1d66b5f06001af"
 dependencies = [
+ "jobserver",
+ "libc",
  "shlex",
 ]
 
@@ -183,6 +840,16 @@ dependencies = [
 ]
 
 [[package]]
+name = "cfg-expr"
+version = "0.15.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d067ad48b8650848b989a59a86c6c36a995d02d2bf778d45c3c5d57bc2718f02"
+dependencies = [
+ "smallvec",
+ "target-lexicon",
+]
+
+[[package]]
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 source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -190,11 +857,27 @@ checksum = "baf1de4339761588bc0619e3cbc0120ee582ebb74b53b4efbf79117bd2da40fd"
 
 [[package]]
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+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fd16c4719339c4530435d38e511904438d07cce7950afa3718a84ac36c10e89e"
+
+[[package]]
+name = "cfg_aliases"
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 checksum = "613afe47fcd5fac7ccf1db93babcb082c5994d996f20b8b159f2ad1658eb5724"
 
 [[package]]
+name = "cipher"
+version = "0.4.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "773f3b9af64447d2ce9850330c473515014aa235e6a783b02db81ff39e4a3dad"
+dependencies = [
+ "crypto-common",
+ "inout",
+]
+
+[[package]]
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 version = "1.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -236,7 +919,7 @@ dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.98",
 ]
 
 [[package]]
@@ -246,12 +929,61 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f46ad14479a25103f283c0f10005961cf086d8dc42205bb44c46ac563475dca6"
 
 [[package]]
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+version = "0.11.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3538270d33cc669650c4b093848450d380def10c331d38c768e34cac80576e6e"
+dependencies = [
+ "termcolor",
+ "unicode-width 0.1.12",
+]
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3d7b894f5411737b7867f4827955924d7c254fc9f4d91a6aad6b097804b1018b"
+
+[[package]]
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 checksum = "5b63caa9aa9397e2d9480a9b13673856c78d8ac123288526c37d7839f2a86990"
 
 [[package]]
+name = "colored"
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "117725a109d387c937a1533ce01b450cbde6b88abceea8473c4d7a85853cda3c"
+dependencies = [
+ "lazy_static",
+ "windows-sys 0.59.0",
+]
+
+[[package]]
+name = "compact_str"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3b79c4069c6cad78e2e0cdfcbd26275770669fb39fd308a752dc110e83b9af32"
+dependencies = [
+ "castaway",
+ "cfg-if",
+ "itoa",
+ "rustversion",
+ "ryu",
+ "static_assertions",
+]
+
+[[package]]
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+version = "2.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4ca0197aee26d1ae37445ee532fefce43251d24cc7c166799f4d46817f1d3973"
+dependencies = [
+ "crossbeam-utils",
+]
+
+[[package]]
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 source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -272,6 +1004,18 @@ dependencies = [
 ]
 
 [[package]]
+name = "constant_time_eq"
+version = "0.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "245097e9a4535ee1e3e3931fcfcd55a796a44c643e8596ff6566d68f09b87bbc"
+
+[[package]]
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+checksum = "7c74b8349d32d297c9134b8c88677813a227df8f779daa29bfc29c183fe3dca6"
+
+[[package]]
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@@ -281,6 +1025,66 @@ dependencies = [
 ]
 
 [[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "91e195e091a93c46f7102ec7818a2aa394e1e1771c3ab4825963fa03e45afb8f"
+dependencies = [
+ "core-foundation-sys",
+ "libc",
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+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "773648b94d0e5d620f64f280777445740e61fe701025087ec8b57f45c791888b"
+
+[[package]]
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+checksum = "45390e6114f68f718cc7a830514a96f903cccd70d02a8f6d9f643ac4ba45afaf"
+dependencies = [
+ "bitflags 1.3.2",
+ "core-foundation",
+ "libc",
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+
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+checksum = "59ed5838eebb26a2bb2e58f6d5b5316989ae9d08bab10e0e6d103e656d1b0280"
+dependencies = [
+ "libc",
+]
+
+[[package]]
+name = "crc"
+version = "3.2.1"
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+checksum = "69e6e4d7b33a94f0991c26729976b10ebde1d34c3ee82408fb536164fa10d636"
+dependencies = [
+ "crc-catalog",
+]
+
+[[package]]
+name = "crc-catalog"
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+checksum = "19d374276b40fb8bbdee95aef7c7fa6b5316ec764510eb64b8dd0e2ed0d7e7f5"
+
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+dependencies = [
+ "cfg-if",
+]
+
+[[package]]
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 source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -337,6 +1141,47 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d0a5c400df2834b80a4c3327b3aad3a4c4cd4de0629063962b03235697506a28"
 
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+dependencies = [
+ "bitflags 2.8.0",
+ "crossterm_winapi",
+ "mio",
+ "parking_lot",
+ "rustix",
+ "signal-hook",
+ "signal-hook-mio",
+ "winapi",
+]
+
+[[package]]
+name = "crossterm_winapi"
+version = "0.9.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "acdd7c62a3665c7f6830a51635d9ac9b23ed385797f70a83bb8bafe9c572ab2b"
+dependencies = [
+ "winapi",
+]
+
+[[package]]
+name = "crunchy"
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+checksum = "43da5946c66ffcc7745f48db692ffbb10a83bfe0afd96235c5c2a4fb23994929"
+
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+checksum = "1bfb12502f3fc46cca1bb51ac28df9d618d813cdc3d2f25b9fe775a34af26bb3"
+dependencies = [
+ "generic-array",
+ "typenum",
+]
+
+[[package]]
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 source = "registry+https://github.com/rust-lang/crates.io-index"
@@ -364,7 +1209,246 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
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- "windows-sys",
+ "windows-sys 0.59.0",
+]
+
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "aecf090429a4172d94c819e2977f440d7f5846c09f31d36937de309f986c878e"
+dependencies = [
+ "cubecl-core",
+ "cubecl-cuda",
+ "cubecl-hip",
+ "cubecl-linalg",
+ "cubecl-reduce",
+ "cubecl-runtime",
+ "cubecl-wgpu",
+ "half",
+]
+
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+ "embassy-futures",
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+ "rand 0.8.5",
+ "serde",
+ "spin",
+ "web-time",
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+
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+ "cubecl-common",
+ "cubecl-macros",
+ "cubecl-runtime",
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+ "derive_more",
+ "half",
+ "log",
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+ "hashbrown 0.14.5",
+ "log",
+ "md5",
+ "sanitize-filename 0.5.0",
+ "serde",
+ "serde_json",
+ "spin",
+ "wasm-bindgen-futures",
+]
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+ "cubecl-core",
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+ "derive-new 0.6.0",
+ "hashbrown 0.14.5",
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+ "wgpu",
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+dependencies = [
+ "libloading",
+]
+
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+checksum = "6f63b86c8a8826a49b8c21f08a2d07338eec8d900540f8630dc76284be802989"
+dependencies = [
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+ "darling_macro",
+]
+
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "95133861a8032aaea082871032f5815eb9e98cef03fa916ab4500513994df9e5"
+dependencies = [
+ "fnv",
+ "ident_case",
+ "proc-macro2",
+ "quote",
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+dependencies = [
+ "darling_core",
+ "quote",
+ "syn 2.0.98",
 ]
 
 [[package]]
@@ -375,13 +1459,25 @@ checksum = "5041cc499144891f3790297212f32a74fb938e5136a14943f338ef9e0ae276cf"
 dependencies = [
  "cfg-if",
  "crossbeam-utils",
- "hashbrown",
+ "hashbrown 0.14.5",
  "lock_api",
  "once_cell",
  "parking_lot_core",
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 [[package]]
+name = "data-encoding"
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+
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  "libbpf-rs 0.25.0-beta.1",
- "memmap2",
+ "memmap2 0.5.10",
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  "semver",
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@@ -523,7 +2795,7 @@ version = "0.24.8"
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 dependencies = [
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+ "bitflags 2.8.0",
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@@ -535,7 +2807,7 @@ version = "0.25.0-beta.1"
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 dependencies = [
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+ "bitflags 2.8.0",
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@@ -559,33 +2831,72 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
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+dependencies = [
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+
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@@ -645,12 +3151,154 @@ dependencies = [
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@@ -675,7 +3400,18 @@ dependencies = [
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- "windows-targets",
+ "windows-targets 0.52.6",
+]
+
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+dependencies = [
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+ "rand_core 0.6.4",
+ "subtle",
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+
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@@ -702,6 +3466,18 @@ dependencies = [
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+checksum = "3b3cff922bd51709b605d9ead9aa71031d81447142d828eb4a6eba76fe619f9b"
+
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+
+[[package]]
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@@ -714,10 +3490,43 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b4596b6d070b27117e987119b4dac604f3c58cfb0b191112e24771b2faeac1a6"
 
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+ "fdeflate",
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+
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+
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+
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+ "bincode",
+ "bincode_derive",
+ "burn",
+ "burn-import",
+ "burn-ndarray",
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@@ -728,7 +3537,7 @@ dependencies = [
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- "rand",
+ "rand 0.9.0",
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@@ -749,13 +3558,28 @@ dependencies = [
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+
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+dependencies = [
+ "toml_edit",
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 dependencies = [
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+ "bitflags 2.8.0",
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@@ -785,11 +3609,123 @@ version = "0.17.0"
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+ "protobuf",
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@@ -799,6 +3735,28 @@ dependencies = [
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+ "uuid",
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 dependencies = [
- "rand_chacha",
- "rand_core",
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+ "rand_core 0.9.2",
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+dependencies = [
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+
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+ "untrusted",
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@@ -954,7 +4310,7 @@ dependencies = [
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+ "syn 2.0.98",
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 [[package]]
@@ -981,7 +4337,7 @@ dependencies = [
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+ "version-compare 0.1.1",
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+
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+ "syn 2.0.98",
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+ "portable-atomic",
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@@ -1061,11 +4564,23 @@ dependencies = [
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- "syn",
- "unicode-width",
+ "syn 2.0.98",
+ "unicode-width 0.1.12",
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+
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+
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@@ -1078,6 +4593,44 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
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+dependencies = [
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+]
+
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+dependencies = [
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+ "proc-macro2",
+ "quote",
+ "rustversion",
+ "syn 2.0.98",
+]
+
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+
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+dependencies = [
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+ "unicode-ident",
+]
+
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@@ -1089,6 +4642,86 @@ dependencies = [
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 [[package]]
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+ "syn 2.0.98",
+]
+
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+dependencies = [
+ "bitflags 2.8.0",
+ "byteorder",
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+ "libc",
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+
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+dependencies = [
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+dependencies = [
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+ "libc",
+ "memchr",
+ "ntapi",
+ "rayon",
+ "windows 0.57.0",
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+
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+dependencies = [
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+ "pkg-config",
+ "toml",
+ "version-compare 0.2.0",
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+
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+dependencies = [
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+ "lazy_static",
+ "libc",
+ "nom",
+ "time",
+ "winapi",
+]
+
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@@ -1106,6 +4739,29 @@ dependencies = [
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+
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+dependencies = [
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+ "lazy_static",
+ "libc",
+ "ndarray 0.15.6",
+ "rand 0.8.5",
+ "safetensors 0.3.3",
+ "thiserror 1.0.69",
+ "torch-sys",
+ "zip 0.6.6",
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+
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@@ -1113,10 +4769,30 @@ checksum = "22e5a0acb1f3f55f65cc4a866c361b2fb2a0ff6366785ae6fbb5f85df07ba230"
 dependencies = [
  "cfg-if",
  "fastrand",
- "getrandom",
+ "getrandom 0.3.1",
  "once_cell",
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- "windows-sys",
+ "windows-sys 0.59.0",
+]
+
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+checksum = "06794f8f6c5c898b3275aebefa6b8a1cb24cd2c6c79397ab15774837a0bc5755"
+dependencies = [
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+dependencies = [
+ "hashbrown 0.13.2",
+ "serde",
+ "serde_json",
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 dependencies = [
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+ "thiserror-impl 1.0.69",
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+dependencies = [
+ "thiserror-impl 2.0.12",
 ]
 
 [[package]]
@@ -1136,7 +4821,48 @@ checksum = "4fee6c4efc90059e10f81e6d42c60a18f76588c3d74cb83a0b242a2b6c7504c1"
 dependencies = [
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3f423a2c17029964870cfaabb1f13dfab7d092a62a29a89264f4d36990ca414a"
+
+[[package]]
+name = "zune-inflate"
+version = "0.2.54"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "73ab332fe2f6680068f3582b16a24f90ad7096d5d39b974d1c0aff0125116f02"
+dependencies = [
+ "simd-adler32",
+]
+
+[[package]]
+name = "zune-jpeg"
+version = "0.4.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "99a5bab8d7dedf81405c4bb1f2b83ea057643d9cb28778cea9eecddeedd2e028"
+dependencies = [
+ "zune-core",
 ]
diff --git a/Cargo.toml b/Cargo.toml
index 19d8385..c461d72 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -18,6 +18,11 @@ perf-event = { path = "./perf-event" }
 procfs = { version = "0.17.0", default-features = false }
 dashmap = "6.1.0"
 csv = "1.3.1"
+burn = "0.16.0"
+bincode = "=2.0.0-rc.3"
+bincode_derive = "=2.0.0-rc.3"
+burn-ndarray = "0.16.0"
+burn-import = "0.16.0"
 
 [build-dependencies]
 scx_rustland_core = "2.2.8"
diff --git a/src/main.rs b/src/main.rs
index f3d4992..4f7d7a4 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -7,12 +7,14 @@ mod benchmark;
 mod e_core_selector;
 mod energy;
 mod freq;
+mod model;
 mod scheduler;
 
 #[rustfmt::skip]
 mod bpf;
 
 use anyhow::Result;
+use burn::tensor::Tensor;
 use clap::{Arg, ArgAction, Command};
 use scheduler::Scheduler;
 use std::mem::MaybeUninit;
@@ -46,13 +48,26 @@ fn main() -> Result<()> {
         )
         .get_matches();
 
+    let model = model::load_model();
+    let device = Default::default();
+    let result = model.forward(Tensor::from_floats(
+        [
+            // 2899.97, 21420886., 59226., 148084., 301003., 36244800., 115862107., 43766905.,
+            1533, 1077473, 9448, 4269, 52805, 2456984, 5867215, 3954587,
+        ],
+        // [1., 1., 1., 1., 1., 1., 1., 1.],
+        &device,
+    ));
+
+    println!("result: {}", result);
+
     let power_cap = *matches.get_one::<u64>("power_cap").unwrap_or(&u64::MAX);
     let use_mocking = matches.get_flag("mock");
     let benchmark = matches.get_flag("benchmark");
 
     // Initialize and load the scheduler.
     let mut open_object = MaybeUninit::uninit();
-    let log_path = "logs.csv";
+    let log_path = "/tmp/logs.csv";
     if benchmark {
         let mut sched = BenchmarkScheduler::init(&mut open_object, log_path)?;
         sched.run();
diff --git a/src/model.rs b/src/model.rs
new file mode 100644
index 0000000..04eb6c8
--- /dev/null
+++ b/src/model.rs
@@ -0,0 +1,59 @@
+use burn::{
+    nn::conv::{Conv2d, Conv2dConfig},
+    nn::{Linear, Relu},
+    prelude::*,
+};
+use nn::{LeakyReluConfig, LinearConfig};
+
+use burn::record::{FullPrecisionSettings, NamedMpkFileRecorder, Recorder};
+use burn_import::pytorch::PyTorchFileRecorder;
+
+type ArrayBackend = burn_ndarray::NdArray<f32>;
+
+#[derive(Module, Debug)]
+pub struct Net<B: Backend> {
+    input_lin: Linear<B>,
+    relu1: Relu,
+    lin2: Linear<B>,
+    relu2: Relu,
+    lin3: Linear<B>,
+}
+
+impl<B: Backend> Net<B> {
+    /// Create a new model.
+    pub fn init(device: &B::Device) -> Self {
+        let input_size = 8;
+        let input_lin = LinearConfig::new(input_size, 16).init(device);
+        let relu1 = Relu::new();
+        let lin2 = LinearConfig::new(16, 4).init(device);
+        let relu2 = Relu::new();
+        let lin3 = LinearConfig::new(4, 1).init(device);
+        Self {
+            input_lin,
+            relu1,
+            lin2,
+            relu2,
+            lin3,
+        }
+    }
+
+    /// Forward pass of the model.
+    pub fn forward(&self, x: Tensor<B, 1>) -> Tensor<B, 1> {
+        let x = self.input_lin.forward(x);
+        let x = self.relu1.forward(x);
+        let x = self.lin2.forward(x);
+        let x = self.relu2.forward(x);
+        let x = self.lin3.forward(x);
+        x
+    }
+}
+
+/// Load the model from the file in your source code (not in build.rs or script).
+pub fn load_model() -> Net<ArrayBackend> {
+    let device = Default::default();
+    let record: NetRecord<ArrayBackend> = PyTorchFileRecorder::<FullPrecisionSettings>::default()
+        .load("./perf.pt".into(), &device)
+        .expect("Failed to decode state");
+
+    Net::<ArrayBackend>::init(&device).load_record(record)
+}