lama remove
This commit is contained in:
Julian Freeman
3
.gitignore
vendored
3
.gitignore
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@@ -22,3 +22,6 @@ dist-ssr
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*.njsproj
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*.sln
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*.sw?
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*.onnx
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*.dll
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368
src-tauri/Cargo.lock
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src-tauri/Cargo.lock
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@@ -212,6 +212,12 @@ version = "0.22.1"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
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checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
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[[package]]
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name = "base64ct"
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version = "1.8.3"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "2af50177e190e07a26ab74f8b1efbfe2ef87da2116221318cb1c2e82baf7de06"
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[[package]]
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[[package]]
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name = "bit_field"
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version = "0.10.3"
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version = "0.10.3"
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@@ -476,6 +482,16 @@ dependencies = [
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"version_check",
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"version_check",
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]
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]
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[[package]]
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name = "core-foundation"
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version = "0.9.4"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "91e195e091a93c46f7102ec7818a2aa394e1e1771c3ab4825963fa03e45afb8f"
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dependencies = [
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"core-foundation-sys",
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"libc",
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]
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[[package]]
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[[package]]
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name = "core-foundation"
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name = "core-foundation"
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version = "0.10.1"
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version = "0.10.1"
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@@ -499,9 +515,9 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "fa95a34622365fa5bbf40b20b75dba8dfa8c94c734aea8ac9a5ca38af14316f1"
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checksum = "fa95a34622365fa5bbf40b20b75dba8dfa8c94c734aea8ac9a5ca38af14316f1"
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dependencies = [
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dependencies = [
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"bitflags 2.10.0",
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"bitflags 2.10.0",
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"core-foundation",
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"core-foundation 0.10.1",
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"core-graphics-types",
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"core-graphics-types",
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"foreign-types",
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"foreign-types 0.5.0",
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"libc",
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"libc",
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]
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]
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@@ -512,7 +528,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "3d44a101f213f6c4cdc1853d4b78aef6db6bdfa3468798cc1d9912f4735013eb"
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checksum = "3d44a101f213f6c4cdc1853d4b78aef6db6bdfa3468798cc1d9912f4735013eb"
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dependencies = [
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dependencies = [
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"bitflags 2.10.0",
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"bitflags 2.10.0",
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"core-foundation",
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"core-foundation 0.10.1",
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"libc",
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"libc",
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]
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]
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@@ -665,6 +681,16 @@ dependencies = [
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"syn 2.0.114",
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"syn 2.0.114",
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]
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]
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[[package]]
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name = "der"
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version = "0.7.10"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "e7c1832837b905bbfb5101e07cc24c8deddf52f93225eee6ead5f4d63d53ddcb"
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dependencies = [
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"pem-rfc7468",
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"zeroize",
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]
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name = "deranged"
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name = "deranged"
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version = "0.5.5"
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"typeid",
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"typeid",
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]
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name = "errno"
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version = "0.3.14"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "39cab71617ae0d63f51a36d69f866391735b51691dbda63cf6f96d042b63efeb"
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dependencies = [
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"libc",
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"windows-sys 0.61.2",
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]
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name = "exr"
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name = "exr"
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version = "1.74.0"
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version = "1.74.0"
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"zune-inflate",
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"zune-inflate",
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]
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]
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name = "fastrand"
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version = "2.3.0"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "37909eebbb50d72f9059c3b6d82c0463f2ff062c9e95845c43a6c9c0355411be"
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name = "fax"
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version = "0.2.6"
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@@ -946,6 +988,15 @@ version = "1.0.7"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "3f9eec918d3f24069decb9af1554cad7c880e2da24a9afd88aca000531ab82c1"
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name = "foreign-types"
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version = "0.3.2"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "f6f339eb8adc052cd2ca78910fda869aefa38d22d5cb648e6485e4d3fc06f3b1"
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dependencies = [
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"foreign-types-shared 0.1.1",
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name = "foreign-types"
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name = "foreign-types"
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version = "0.5.0"
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version = "0.5.0"
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@@ -953,7 +1004,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
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"foreign-types-macros",
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"foreign-types-macros",
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"foreign-types-shared",
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"foreign-types-shared 0.3.1",
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"syn 2.0.114",
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"syn 2.0.114",
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]
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]
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name = "foreign-types-shared"
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version = "0.1.1"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "00b0228411908ca8685dba7fc2cdd70ec9990a6e753e89b6ac91a84c40fbaf4b"
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name = "foreign-types-shared"
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name = "foreign-types-shared"
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version = "0.3.1"
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version = "0.3.1"
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@@ -1417,6 +1474,12 @@ version = "0.4.3"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "7f24254aa9a54b5c858eaee2f5bccdb46aaf0e486a595ed5fd8f86ba55232a70"
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name = "hmac-sha256"
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version = "1.1.12"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "ad6880c8d4a9ebf39c6e8b77007ce223f646a4d21ce29d99f70cb16420545425"
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@@ -1944,7 +2007,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
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"gtk-sys",
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"gtk-sys",
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"libloading 0.7.4",
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"once_cell",
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"once_cell",
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"winapi",
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]
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name = "libloading"
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version = "0.9.0"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "754ca22de805bb5744484a5b151a9e1a8e837d5dc232c2d7d8c2e3492edc8b60"
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dependencies = [
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]
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name = "libm"
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version = "0.2.15"
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version = "0.2.15"
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]
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name = "linux-raw-sys"
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version = "0.11.0"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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name = "litemap"
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name = "litemap"
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version = "0.8.1"
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]
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name = "lzma-rust2"
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version = "0.15.7"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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name = "mac"
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version = "0.1.1"
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]
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name = "native-tls"
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version = "0.2.14"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "87de3442987e9dbec73158d5c715e7ad9072fda936bb03d19d7fa10e00520f0e"
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dependencies = [
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"openssl-probe",
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "882ed72dce9365842bf196bdeedf5055305f11fc8c03dee7bb0194a6cad34841"
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dependencies = [
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name = "ndarray"
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version = "0.17.2"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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checksum = "520080814a7a6b4a6e9070823bb24b4531daac8c4627e08ba5de8c5ef2f2752d"
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dependencies = [
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]
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version = "0.9.0"
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@@ -2553,12 +2685,81 @@ version = "1.21.3"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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name = "openssl"
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version = "0.10.75"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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"cfg-if",
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version = "0.1.1"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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"syn 2.0.114",
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name = "openssl-probe"
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name = "openssl-sys"
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source = "registry+https://github.com/rust-lang/crates.io-index"
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dependencies = [
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checksum = "04744f49eae99ab78e0d5c0b603ab218f515ea8cfe5a456d7629ad883a3b6e7d"
|
checksum = "04744f49eae99ab78e0d5c0b603ab218f515ea8cfe5a456d7629ad883a3b6e7d"
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "ort"
|
||||||
|
version = "2.0.0-rc.11"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "4a5df903c0d2c07b56950f1058104ab0c8557159f2741782223704de9be73c3c"
|
||||||
|
dependencies = [
|
||||||
|
"libloading 0.9.0",
|
||||||
|
"ndarray 0.17.2",
|
||||||
|
"ort-sys",
|
||||||
|
"smallvec",
|
||||||
|
"tracing",
|
||||||
|
"ureq",
|
||||||
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "ort-sys"
|
||||||
|
version = "2.0.0-rc.11"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "06503bb33f294c5f1ba484011e053bfa6ae227074bdb841e9863492dc5960d4b"
|
||||||
|
dependencies = [
|
||||||
|
"hmac-sha256",
|
||||||
|
"lzma-rust2",
|
||||||
|
"ureq",
|
||||||
|
]
|
||||||
|
|
||||||
[[package]]
|
[[package]]
|
||||||
name = "owned_ttf_parser"
|
name = "owned_ttf_parser"
|
||||||
version = "0.25.1"
|
version = "0.25.1"
|
||||||
@@ -2628,6 +2829,15 @@ version = "0.1.1"
|
|||||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
checksum = "35fb2e5f958ec131621fdd531e9fc186ed768cbe395337403ae56c17a74c68ec"
|
checksum = "35fb2e5f958ec131621fdd531e9fc186ed768cbe395337403ae56c17a74c68ec"
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "pem-rfc7468"
|
||||||
|
version = "0.7.0"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "88b39c9bfcfc231068454382784bb460aae594343fb030d46e9f50a645418412"
|
||||||
|
dependencies = [
|
||||||
|
"base64ct",
|
||||||
|
]
|
||||||
|
|
||||||
[[package]]
|
[[package]]
|
||||||
name = "percent-encoding"
|
name = "percent-encoding"
|
||||||
version = "2.3.2"
|
version = "2.3.2"
|
||||||
@@ -2825,6 +3035,21 @@ dependencies = [
|
|||||||
"miniz_oxide",
|
"miniz_oxide",
|
||||||
]
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "portable-atomic"
|
||||||
|
version = "1.13.0"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "f89776e4d69bb58bc6993e99ffa1d11f228b839984854c7daeb5d37f87cbe950"
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "portable-atomic-util"
|
||||||
|
version = "0.2.4"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "d8a2f0d8d040d7848a709caf78912debcc3f33ee4b3cac47d73d1e1069e83507"
|
||||||
|
dependencies = [
|
||||||
|
"portable-atomic",
|
||||||
|
]
|
||||||
|
|
||||||
[[package]]
|
[[package]]
|
||||||
name = "potential_utf"
|
name = "potential_utf"
|
||||||
version = "0.1.4"
|
version = "0.1.4"
|
||||||
@@ -3335,6 +3560,28 @@ dependencies = [
|
|||||||
"semver",
|
"semver",
|
||||||
]
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "rustix"
|
||||||
|
version = "1.1.3"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "146c9e247ccc180c1f61615433868c99f3de3ae256a30a43b49f67c2d9171f34"
|
||||||
|
dependencies = [
|
||||||
|
"bitflags 2.10.0",
|
||||||
|
"errno",
|
||||||
|
"libc",
|
||||||
|
"linux-raw-sys",
|
||||||
|
"windows-sys 0.61.2",
|
||||||
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "rustls-pki-types"
|
||||||
|
version = "1.14.0"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "be040f8b0a225e40375822a563fa9524378b9d63112f53e19ffff34df5d33fdd"
|
||||||
|
dependencies = [
|
||||||
|
"zeroize",
|
||||||
|
]
|
||||||
|
|
||||||
[[package]]
|
[[package]]
|
||||||
name = "rustversion"
|
name = "rustversion"
|
||||||
version = "1.0.22"
|
version = "1.0.22"
|
||||||
@@ -3365,6 +3612,15 @@ dependencies = [
|
|||||||
"winapi-util",
|
"winapi-util",
|
||||||
]
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "schannel"
|
||||||
|
version = "0.1.28"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "891d81b926048e76efe18581bf793546b4c0eaf8448d72be8de2bbee5fd166e1"
|
||||||
|
dependencies = [
|
||||||
|
"windows-sys 0.61.2",
|
||||||
|
]
|
||||||
|
|
||||||
[[package]]
|
[[package]]
|
||||||
name = "schemars"
|
name = "schemars"
|
||||||
version = "0.8.22"
|
version = "0.8.22"
|
||||||
@@ -3422,6 +3678,29 @@ version = "1.2.0"
|
|||||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
checksum = "94143f37725109f92c262ed2cf5e59bce7498c01bcc1502d7b9afe439a4e9f49"
|
checksum = "94143f37725109f92c262ed2cf5e59bce7498c01bcc1502d7b9afe439a4e9f49"
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "security-framework"
|
||||||
|
version = "2.11.1"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "897b2245f0b511c87893af39b033e5ca9cce68824c4d7e7630b5a1d339658d02"
|
||||||
|
dependencies = [
|
||||||
|
"bitflags 2.10.0",
|
||||||
|
"core-foundation 0.9.4",
|
||||||
|
"core-foundation-sys",
|
||||||
|
"libc",
|
||||||
|
"security-framework-sys",
|
||||||
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "security-framework-sys"
|
||||||
|
version = "2.15.0"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "cc1f0cbffaac4852523ce30d8bd3c5cdc873501d96ff467ca09b6767bb8cd5c0"
|
||||||
|
dependencies = [
|
||||||
|
"core-foundation-sys",
|
||||||
|
"libc",
|
||||||
|
]
|
||||||
|
|
||||||
[[package]]
|
[[package]]
|
||||||
name = "selectors"
|
name = "selectors"
|
||||||
version = "0.24.0"
|
version = "0.24.0"
|
||||||
@@ -3699,6 +3978,17 @@ dependencies = [
|
|||||||
"windows-sys 0.60.2",
|
"windows-sys 0.60.2",
|
||||||
]
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "socks"
|
||||||
|
version = "0.3.4"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "f0c3dbbd9ae980613c6dd8e28a9407b50509d3803b57624d5dfe8315218cd58b"
|
||||||
|
dependencies = [
|
||||||
|
"byteorder",
|
||||||
|
"libc",
|
||||||
|
"winapi",
|
||||||
|
]
|
||||||
|
|
||||||
[[package]]
|
[[package]]
|
||||||
name = "softbuffer"
|
name = "softbuffer"
|
||||||
version = "0.4.8"
|
version = "0.4.8"
|
||||||
@@ -3858,7 +4148,7 @@ checksum = "f3a753bdc39c07b192151523a3f77cd0394aa75413802c883a0f6f6a0e5ee2e7"
|
|||||||
dependencies = [
|
dependencies = [
|
||||||
"bitflags 2.10.0",
|
"bitflags 2.10.0",
|
||||||
"block2",
|
"block2",
|
||||||
"core-foundation",
|
"core-foundation 0.10.1",
|
||||||
"core-graphics",
|
"core-graphics",
|
||||||
"crossbeam-channel",
|
"crossbeam-channel",
|
||||||
"dispatch",
|
"dispatch",
|
||||||
@@ -4180,6 +4470,19 @@ dependencies = [
|
|||||||
"toml 0.9.11+spec-1.1.0",
|
"toml 0.9.11+spec-1.1.0",
|
||||||
]
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "tempfile"
|
||||||
|
version = "3.24.0"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "655da9c7eb6305c55742045d5a8d2037996d61d8de95806335c7c86ce0f82e9c"
|
||||||
|
dependencies = [
|
||||||
|
"fastrand",
|
||||||
|
"getrandom 0.3.4",
|
||||||
|
"once_cell",
|
||||||
|
"rustix",
|
||||||
|
"windows-sys 0.61.2",
|
||||||
|
]
|
||||||
|
|
||||||
[[package]]
|
[[package]]
|
||||||
name = "tendril"
|
name = "tendril"
|
||||||
version = "0.4.3"
|
version = "0.4.3"
|
||||||
@@ -4572,6 +4875,36 @@ version = "1.12.0"
|
|||||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
checksum = "f6ccf251212114b54433ec949fd6a7841275f9ada20dddd2f29e9ceea4501493"
|
checksum = "f6ccf251212114b54433ec949fd6a7841275f9ada20dddd2f29e9ceea4501493"
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "ureq"
|
||||||
|
version = "3.1.4"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "d39cb1dbab692d82a977c0392ffac19e188bd9186a9f32806f0aaa859d75585a"
|
||||||
|
dependencies = [
|
||||||
|
"base64 0.22.1",
|
||||||
|
"der",
|
||||||
|
"log",
|
||||||
|
"native-tls",
|
||||||
|
"percent-encoding",
|
||||||
|
"rustls-pki-types",
|
||||||
|
"socks",
|
||||||
|
"ureq-proto",
|
||||||
|
"utf-8",
|
||||||
|
"webpki-root-certs",
|
||||||
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "ureq-proto"
|
||||||
|
version = "0.5.3"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "d81f9efa9df032be5934a46a068815a10a042b494b6a58cb0a1a97bb5467ed6f"
|
||||||
|
dependencies = [
|
||||||
|
"base64 0.22.1",
|
||||||
|
"http",
|
||||||
|
"httparse",
|
||||||
|
"log",
|
||||||
|
]
|
||||||
|
|
||||||
[[package]]
|
[[package]]
|
||||||
name = "url"
|
name = "url"
|
||||||
version = "2.5.8"
|
version = "2.5.8"
|
||||||
@@ -4632,6 +4965,12 @@ dependencies = [
|
|||||||
"wasm-bindgen",
|
"wasm-bindgen",
|
||||||
]
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "vcpkg"
|
||||||
|
version = "0.2.15"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "accd4ea62f7bb7a82fe23066fb0957d48ef677f6eeb8215f372f52e48bb32426"
|
||||||
|
|
||||||
[[package]]
|
[[package]]
|
||||||
name = "version-compare"
|
name = "version-compare"
|
||||||
version = "0.2.1"
|
version = "0.2.1"
|
||||||
@@ -4783,6 +5122,8 @@ dependencies = [
|
|||||||
"ab_glyph",
|
"ab_glyph",
|
||||||
"image",
|
"image",
|
||||||
"imageproc",
|
"imageproc",
|
||||||
|
"ndarray 0.16.1",
|
||||||
|
"ort",
|
||||||
"rayon",
|
"rayon",
|
||||||
"serde",
|
"serde",
|
||||||
"serde_json",
|
"serde_json",
|
||||||
@@ -4845,6 +5186,15 @@ dependencies = [
|
|||||||
"system-deps",
|
"system-deps",
|
||||||
]
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "webpki-root-certs"
|
||||||
|
version = "1.0.5"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "36a29fc0408b113f68cf32637857ab740edfafdf460c326cd2afaa2d84cc05dc"
|
||||||
|
dependencies = [
|
||||||
|
"rustls-pki-types",
|
||||||
|
]
|
||||||
|
|
||||||
[[package]]
|
[[package]]
|
||||||
name = "webview2-com"
|
name = "webview2-com"
|
||||||
version = "0.38.2"
|
version = "0.38.2"
|
||||||
@@ -5498,6 +5848,12 @@ dependencies = [
|
|||||||
"synstructure",
|
"synstructure",
|
||||||
]
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "zeroize"
|
||||||
|
version = "1.8.2"
|
||||||
|
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||||
|
checksum = "b97154e67e32c85465826e8bcc1c59429aaaf107c1e4a9e53c8d8ccd5eff88d0"
|
||||||
|
|
||||||
[[package]]
|
[[package]]
|
||||||
name = "zerotrie"
|
name = "zerotrie"
|
||||||
version = "0.2.3"
|
version = "0.2.3"
|
||||||
|
|||||||
@@ -26,4 +26,6 @@ rayon = "1.10"
|
|||||||
tauri-plugin-dialog = "2"
|
tauri-plugin-dialog = "2"
|
||||||
imageproc = "0.25"
|
imageproc = "0.25"
|
||||||
ab_glyph = "0.2.23"
|
ab_glyph = "0.2.23"
|
||||||
|
ort = { version = "=2.0.0-rc.11", features = ["load-dynamic"] }
|
||||||
|
ndarray = "0.16"
|
||||||
|
|
||||||
|
|||||||
139
src-tauri/src/lama.rs
Normal file
139
src-tauri/src/lama.rs
Normal file
@@ -0,0 +1,139 @@
|
|||||||
|
use image::{Rgba, RgbaImage};
|
||||||
|
use ort::session::{Session, builder::GraphOptimizationLevel};
|
||||||
|
use ort::value::Value;
|
||||||
|
|
||||||
|
pub fn run_lama_inpainting(
|
||||||
|
model_path: &std::path::Path,
|
||||||
|
input_image: &RgbaImage,
|
||||||
|
mask_image: &image::GrayImage,
|
||||||
|
) -> Result<RgbaImage, String> {
|
||||||
|
// 1. Initialize Session
|
||||||
|
let mut session = Session::builder()
|
||||||
|
.map_err(|e| format!("Failed to create session builder: {}", e))?
|
||||||
|
.with_optimization_level(GraphOptimizationLevel::Level3)
|
||||||
|
.map_err(|e| format!("Failed to set opt level: {}", e))?
|
||||||
|
.with_intra_threads(4)
|
||||||
|
.map_err(|e| format!("Failed to set threads: {}", e))?
|
||||||
|
.commit_from_file(model_path)
|
||||||
|
.map_err(|e| format!("Failed to load model from {:?}: {}", model_path, e))?;
|
||||||
|
|
||||||
|
// 2. Preprocess
|
||||||
|
let target_size = (512, 512);
|
||||||
|
|
||||||
|
let resized_img = image::imageops::resize(input_image, target_size.0, target_size.1, image::imageops::FilterType::Triangle);
|
||||||
|
let resized_mask = image::imageops::resize(mask_image, target_size.0, target_size.1, image::imageops::FilterType::Triangle);
|
||||||
|
|
||||||
|
// Flatten Image to Vec<f32> (NCHW: 1, 3, 512, 512)
|
||||||
|
let channel_stride = (target_size.0 * target_size.1) as usize;
|
||||||
|
let mut input_data: Vec<f32> = Vec::with_capacity(1 * 3 * channel_stride);
|
||||||
|
|
||||||
|
// We need to fill R plane, then G plane, then B plane
|
||||||
|
let mut r_plane: Vec<f32> = Vec::with_capacity(channel_stride);
|
||||||
|
let mut g_plane: Vec<f32> = Vec::with_capacity(channel_stride);
|
||||||
|
let mut b_plane: Vec<f32> = Vec::with_capacity(channel_stride);
|
||||||
|
|
||||||
|
for (_x, _y, pixel) in resized_img.enumerate_pixels() {
|
||||||
|
r_plane.push(pixel[0] as f32 / 255.0f32);
|
||||||
|
g_plane.push(pixel[1] as f32 / 255.0f32);
|
||||||
|
b_plane.push(pixel[2] as f32 / 255.0f32);
|
||||||
|
}
|
||||||
|
|
||||||
|
input_data.extend(r_plane);
|
||||||
|
input_data.extend(g_plane);
|
||||||
|
input_data.extend(b_plane);
|
||||||
|
|
||||||
|
// Flatten Mask to Vec<f32> (NCHW: 1, 1, 512, 512)
|
||||||
|
let mut mask_data: Vec<f32> = Vec::with_capacity(channel_stride);
|
||||||
|
for (_x, _y, pixel) in resized_mask.enumerate_pixels() {
|
||||||
|
let val = if pixel[0] > 127 { 1.0f32 } else { 0.0f32 };
|
||||||
|
mask_data.push(val);
|
||||||
|
}
|
||||||
|
|
||||||
|
// 3. Inference
|
||||||
|
// Use (Shape, Data) tuple which implements OwnedTensorArrayData
|
||||||
|
// Explicitly casting shape to i64 is correct for ORT
|
||||||
|
let input_shape = vec![1, 3, target_size.1 as i64, target_size.0 as i64];
|
||||||
|
let input_value = Value::from_array((input_shape, input_data))
|
||||||
|
.map_err(|e| format!("Failed to create input tensor: {}", e))?;
|
||||||
|
|
||||||
|
let mask_shape = vec![1, 1, target_size.1 as i64, target_size.0 as i64];
|
||||||
|
let mask_value = Value::from_array((mask_shape, mask_data))
|
||||||
|
.map_err(|e| format!("Failed to create mask tensor: {}", e))?;
|
||||||
|
|
||||||
|
let inputs = ort::inputs![
|
||||||
|
"image" => input_value,
|
||||||
|
"mask" => mask_value
|
||||||
|
];
|
||||||
|
|
||||||
|
let outputs = session.run(inputs).map_err(|e| format!("Inference failed: {}", e))?;
|
||||||
|
|
||||||
|
// Get output tensor
|
||||||
|
// Just take the first output.
|
||||||
|
let output_tensor_ref = outputs.values().next()
|
||||||
|
.ok_or("No output tensor produced by model")?;
|
||||||
|
|
||||||
|
let (shape, data) = output_tensor_ref.try_extract_tensor::<f32>()
|
||||||
|
.map_err(|e| format!("Failed to extract tensor: {}", e))?;
|
||||||
|
|
||||||
|
// 4. Post-process
|
||||||
|
let mut output_img_512 = RgbaImage::new(target_size.0, target_size.1);
|
||||||
|
|
||||||
|
if shape.len() < 4 {
|
||||||
|
return Err(format!("Unexpected output shape: {:?}", shape));
|
||||||
|
}
|
||||||
|
|
||||||
|
let h = 512;
|
||||||
|
let w = 512;
|
||||||
|
let channel_stride = (h * w) as usize;
|
||||||
|
|
||||||
|
// Safety check on data length
|
||||||
|
if data.len() < (3 * h * w) as usize {
|
||||||
|
return Err(format!("Output data size mismatch. Expected {}, got {}", 3*h*w, data.len()));
|
||||||
|
}
|
||||||
|
|
||||||
|
// Auto-detect output range
|
||||||
|
// If values are already in 0-255 range, multiplying by 255 results in all white image.
|
||||||
|
let mut max_val = 0.0f32;
|
||||||
|
// Check a subset of pixels to avoid iterating everything if speed is key, but full scan is safer and fast enough.
|
||||||
|
for v in data.iter().take(1000) {
|
||||||
|
if *v > max_val { max_val = *v; }
|
||||||
|
}
|
||||||
|
|
||||||
|
// Heuristic: if max > 2.0, it's likely 0-255. If it's <= 1.0 (or slightly above due to overshoot), it's 0-1.
|
||||||
|
// LaMa usually outputs -1..1 or 0..1. But some exports differ.
|
||||||
|
// Let's assume if any value is > 5.0, it is definitely not 0-1 normalized.
|
||||||
|
let scale_factor = if max_val > 2.0 { 1.0 } else { 255.0 };
|
||||||
|
|
||||||
|
for y in 0..h {
|
||||||
|
for x in 0..w {
|
||||||
|
let offset = (y * w + x) as usize;
|
||||||
|
|
||||||
|
let r_idx = offset;
|
||||||
|
let g_idx = offset + channel_stride;
|
||||||
|
let b_idx = offset + 2 * channel_stride;
|
||||||
|
|
||||||
|
let r = (data[r_idx] * scale_factor).clamp(0.0, 255.0) as u8;
|
||||||
|
let g = (data[g_idx] * scale_factor).clamp(0.0, 255.0) as u8;
|
||||||
|
let b = (data[b_idx] * scale_factor).clamp(0.0, 255.0) as u8;
|
||||||
|
|
||||||
|
output_img_512.put_pixel(x, y, Rgba([r, g, b, 255]));
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// Resize back to original
|
||||||
|
let (orig_w, orig_h) = input_image.dimensions();
|
||||||
|
let final_inpainted = image::imageops::resize(&output_img_512, orig_w, orig_h, image::imageops::FilterType::Lanczos3);
|
||||||
|
|
||||||
|
// 5. Blending
|
||||||
|
let mut result_image = input_image.clone();
|
||||||
|
|
||||||
|
for y in 0..orig_h {
|
||||||
|
for x in 0..orig_w {
|
||||||
|
if mask_image.get_pixel(x, y)[0] > 127 {
|
||||||
|
result_image.put_pixel(x, y, *final_inpainted.get_pixel(x, y));
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
Ok(result_image)
|
||||||
|
}
|
||||||
@@ -92,6 +92,9 @@ use rayon::prelude::*;
|
|||||||
use std::path::Path;
|
use std::path::Path;
|
||||||
use imageproc::drawing::draw_text_mut;
|
use imageproc::drawing::draw_text_mut;
|
||||||
use ab_glyph::{FontRef, PxScale};
|
use ab_glyph::{FontRef, PxScale};
|
||||||
|
use tauri::{AppHandle, Manager};
|
||||||
|
|
||||||
|
mod lama;
|
||||||
|
|
||||||
// Embed the font to ensure it's always available without path issues
|
// Embed the font to ensure it's always available without path issues
|
||||||
const FONT_DATA: &[u8] = include_bytes!("../assets/fonts/Roboto-Regular.ttf");
|
const FONT_DATA: &[u8] = include_bytes!("../assets/fonts/Roboto-Regular.ttf");
|
||||||
@@ -646,12 +649,12 @@ enum MaskStroke {
|
|||||||
}
|
}
|
||||||
|
|
||||||
#[tauri::command]
|
#[tauri::command]
|
||||||
async fn run_inpainting(path: String, strokes: Vec<MaskStroke>) -> Result<String, String> {
|
async fn run_inpainting(app: AppHandle, path: String, strokes: Vec<MaskStroke>) -> Result<String, String> {
|
||||||
let img = image::open(&path).map_err(|e| e.to_string())?.to_rgba8();
|
let img = image::open(&path).map_err(|e| e.to_string())?.to_rgba8();
|
||||||
let (width, height) = img.dimensions();
|
let (width, height) = img.dimensions();
|
||||||
|
|
||||||
// 1. Create Mask
|
// 1. Create Gray Mask (0 = keep, 255 = remove)
|
||||||
let mut mask = vec![false; (width * height) as usize];
|
let mut mask = image::GrayImage::new(width, height);
|
||||||
|
|
||||||
for stroke in strokes {
|
for stroke in strokes {
|
||||||
match stroke {
|
match stroke {
|
||||||
@@ -661,10 +664,11 @@ async fn run_inpainting(path: String, strokes: Vec<MaskStroke>) -> Result<String
|
|||||||
let w = (rect.w * width as f64) as i32;
|
let w = (rect.w * width as f64) as i32;
|
||||||
let h = (rect.h * height as f64) as i32;
|
let h = (rect.h * height as f64) as i32;
|
||||||
|
|
||||||
|
// Draw 255 on mask
|
||||||
for y in y1..(y1 + h) {
|
for y in y1..(y1 + h) {
|
||||||
for x in x1..(x1 + w) {
|
for x in x1..(x1 + w) {
|
||||||
if x >= 0 && x < width as i32 && y >= 0 && y < height as i32 {
|
if x >= 0 && x < width as i32 && y >= 0 && y < height as i32 {
|
||||||
mask[(y as u32 * width + x as u32) as usize] = true;
|
mask.put_pixel(x as u32, y as u32, image::Luma([255]));
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
@@ -699,7 +703,7 @@ async fn run_inpainting(path: String, strokes: Vec<MaskStroke>) -> Result<String
|
|||||||
let nx = cx + dx;
|
let nx = cx + dx;
|
||||||
let ny = cy + dy;
|
let ny = cy + dy;
|
||||||
if nx >= 0 && nx < width as i32 && ny >= 0 && ny < height as i32 {
|
if nx >= 0 && nx < width as i32 && ny >= 0 && ny < height as i32 {
|
||||||
mask[(ny as u32 * width + nx as u32) as usize] = true;
|
mask.put_pixel(nx as u32, ny as u32, image::Luma([255]));
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
@@ -710,76 +714,26 @@ async fn run_inpainting(path: String, strokes: Vec<MaskStroke>) -> Result<String
|
|||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
// 2. Diffusion Inpainting (Simple)
|
// 2. Resolve Model Path
|
||||||
// Iteratively replace masked pixels with average of non-masked neighbors
|
let model_path = app.path().resource_dir()
|
||||||
// To make it converge, we update 'mask' as we go (treating filled pixels as valid source)
|
.map_err(|e| e.to_string())?
|
||||||
// But standard diffusion uses double buffering.
|
.join("resources")
|
||||||
// For "Removing Text", simple inward filling works well.
|
.join("lama_fp32.onnx");
|
||||||
|
|
||||||
let iterations = 30;
|
if !model_path.exists() {
|
||||||
let mut current_img = img.clone();
|
return Err("Model file 'lama_fp32.onnx' not found in resources.".to_string());
|
||||||
let mut next_img = img.clone();
|
|
||||||
|
|
||||||
// Convert mask to a distance map-like state?
|
|
||||||
// Or just simple neighbor average.
|
|
||||||
|
|
||||||
for _ in 0..iterations {
|
|
||||||
let mut changed = false;
|
|
||||||
for y in 0..height {
|
|
||||||
for x in 0..width {
|
|
||||||
let idx = (y * width + x) as usize;
|
|
||||||
if mask[idx] {
|
|
||||||
// It's a hole. Find valid neighbors.
|
|
||||||
// Valid = Not in ORIGINAL mask (so we pull from original image)
|
|
||||||
// OR processed in previous iteration?
|
|
||||||
// Simple logic: Pull from 'current_img'.
|
|
||||||
|
|
||||||
let mut sum_r = 0u32;
|
|
||||||
let mut sum_g = 0u32;
|
|
||||||
let mut sum_b = 0u32;
|
|
||||||
let mut count = 0;
|
|
||||||
|
|
||||||
// Check 4 neighbors
|
|
||||||
let neighbors = [
|
|
||||||
(x.wrapping_sub(1), y), (x + 1, y),
|
|
||||||
(x, y.wrapping_sub(1)), (x, y + 1)
|
|
||||||
];
|
|
||||||
|
|
||||||
for (nx, ny) in neighbors {
|
|
||||||
if nx < width && ny < height {
|
|
||||||
// Weighted check: If neighbor is ALSO masked, it contributes less?
|
|
||||||
// Or just take everything.
|
|
||||||
let pixel = current_img.get_pixel(nx, ny);
|
|
||||||
sum_r += pixel[0] as u32;
|
|
||||||
sum_g += pixel[1] as u32;
|
|
||||||
sum_b += pixel[2] as u32;
|
|
||||||
count += 1;
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
if count > 0 {
|
|
||||||
let avg = image::Rgba([
|
|
||||||
(sum_r / count) as u8,
|
|
||||||
(sum_g / count) as u8,
|
|
||||||
(sum_b / count) as u8,
|
|
||||||
255
|
|
||||||
]);
|
|
||||||
next_img.put_pixel(x, y, avg);
|
|
||||||
changed = true;
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
current_img = next_img.clone();
|
|
||||||
if !changed { break; }
|
|
||||||
}
|
}
|
||||||
|
|
||||||
|
// 3. Run Inference
|
||||||
|
// This is computationally heavy, maybe run in thread? Tauri async commands are already threaded.
|
||||||
|
let result_img = lama::run_lama_inpainting(&model_path, &img, &mask)?;
|
||||||
|
|
||||||
// Save to temp
|
// Save to temp
|
||||||
let cache_dir = get_cache_dir();
|
let cache_dir = get_cache_dir();
|
||||||
let file_name = format!("inpainted_{}.png", std::time::SystemTime::now().duration_since(std::time::UNIX_EPOCH).unwrap().as_millis());
|
let file_name = format!("inpainted_{}.png", std::time::SystemTime::now().duration_since(std::time::UNIX_EPOCH).unwrap().as_millis());
|
||||||
let out_path = cache_dir.join(file_name);
|
let out_path = cache_dir.join(file_name);
|
||||||
|
|
||||||
current_img.save(&out_path).map_err(|e| e.to_string())?;
|
result_img.save(&out_path).map_err(|e| e.to_string())?;
|
||||||
|
|
||||||
Ok(out_path.to_string_lossy().to_string())
|
Ok(out_path.to_string_lossy().to_string())
|
||||||
}
|
}
|
||||||
|
|||||||
@@ -28,6 +28,7 @@
|
|||||||
"bundle": {
|
"bundle": {
|
||||||
"active": true,
|
"active": true,
|
||||||
"targets": "all",
|
"targets": "all",
|
||||||
|
"resources": ["resources/lama_fp32.onnx"],
|
||||||
"icon": [
|
"icon": [
|
||||||
"icons/32x32.png",
|
"icons/32x32.png",
|
||||||
"icons/128x128.png",
|
"icons/128x128.png",
|
||||||
|
|||||||
Reference in New Issue
Block a user