Token Classification
Transformers
ONNX
Safetensors
English
Japanese
Chinese
bert
anime
filename-parsing
Eval Results (legacy)
Instructions to use ModerRAS/AniFileBERT with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ModerRAS/AniFileBERT with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="ModerRAS/AniFileBERT")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("ModerRAS/AniFileBERT") model = AutoModelForTokenClassification.from_pretrained("ModerRAS/AniFileBERT") - Notebooks
- Google Colab
- Kaggle
Add Rust DMHY template recipe applier
Browse files
tools/rust_dmhy_template_apply/.gitignore
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/target/
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tools/rust_dmhy_template_apply/Cargo.lock
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|
| 674 |
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|
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|
| 676 |
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"wasm-bindgen-shared",
|
| 677 |
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]
|
| 678 |
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|
| 679 |
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|
| 680 |
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| 681 |
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| 684 |
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| 685 |
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| 686 |
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|
| 687 |
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| 688 |
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|
| 689 |
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[[package]]
|
| 690 |
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| 691 |
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| 698 |
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"syn",
|
| 699 |
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"wasm-bindgen-shared",
|
| 700 |
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|
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|
| 702 |
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[[package]]
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| 712 |
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| 717 |
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| 718 |
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|
| 719 |
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|
| 721 |
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[[package]]
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| 722 |
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name = "wasm-metadata"
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| 723 |
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| 724 |
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| 727 |
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"anyhow",
|
| 728 |
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"indexmap",
|
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|
| 730 |
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"wasmparser",
|
| 731 |
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]
|
| 732 |
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|
| 733 |
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[[package]]
|
| 734 |
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| 735 |
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| 738 |
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|
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|
| 740 |
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|
| 741 |
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|
| 742 |
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"semver",
|
| 743 |
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| 744 |
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|
| 745 |
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[[package]]
|
| 746 |
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name = "windows-core"
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| 747 |
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|
| 748 |
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|
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| 750 |
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| 751 |
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"windows-implement",
|
| 752 |
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"windows-interface",
|
| 753 |
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"windows-link",
|
| 754 |
+
"windows-result",
|
| 755 |
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"windows-strings",
|
| 756 |
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]
|
| 757 |
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|
| 758 |
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[[package]]
|
| 759 |
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name = "windows-implement"
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| 760 |
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| 763 |
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|
| 764 |
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"proc-macro2",
|
| 765 |
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|
| 766 |
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"syn",
|
| 767 |
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]
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| 768 |
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|
| 769 |
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[[package]]
|
| 770 |
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name = "windows-interface"
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| 771 |
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| 774 |
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dependencies = [
|
| 775 |
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"proc-macro2",
|
| 776 |
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"quote",
|
| 777 |
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"syn",
|
| 778 |
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]
|
| 779 |
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|
| 780 |
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[[package]]
|
| 781 |
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name = "windows-link"
|
| 782 |
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| 783 |
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|
| 785 |
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|
| 786 |
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[[package]]
|
| 787 |
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name = "windows-result"
|
| 788 |
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| 789 |
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| 790 |
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|
| 791 |
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dependencies = [
|
| 792 |
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"windows-link",
|
| 793 |
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]
|
| 794 |
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|
| 795 |
+
[[package]]
|
| 796 |
+
name = "windows-strings"
|
| 797 |
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version = "0.5.1"
|
| 798 |
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source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 799 |
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|
| 800 |
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dependencies = [
|
| 801 |
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"windows-link",
|
| 802 |
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|
| 803 |
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|
| 804 |
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[[package]]
|
| 805 |
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name = "windows-sys"
|
| 806 |
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|
| 807 |
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source = "registry+https://github.com/rust-lang/crates.io-index"
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| 808 |
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| 809 |
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dependencies = [
|
| 810 |
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"windows-link",
|
| 811 |
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]
|
| 812 |
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|
| 813 |
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[[package]]
|
| 814 |
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name = "wit-bindgen"
|
| 815 |
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|
| 816 |
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source = "registry+https://github.com/rust-lang/crates.io-index"
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| 817 |
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| 818 |
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dependencies = [
|
| 819 |
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"wit-bindgen-rust-macro",
|
| 820 |
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]
|
| 821 |
+
|
| 822 |
+
[[package]]
|
| 823 |
+
name = "wit-bindgen"
|
| 824 |
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version = "0.57.1"
|
| 825 |
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source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 826 |
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| 827 |
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|
| 828 |
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[[package]]
|
| 829 |
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name = "wit-bindgen-core"
|
| 830 |
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version = "0.51.0"
|
| 831 |
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source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 832 |
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| 833 |
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dependencies = [
|
| 834 |
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"anyhow",
|
| 835 |
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"heck",
|
| 836 |
+
"wit-parser",
|
| 837 |
+
]
|
| 838 |
+
|
| 839 |
+
[[package]]
|
| 840 |
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name = "wit-bindgen-rust"
|
| 841 |
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version = "0.51.0"
|
| 842 |
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source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 843 |
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| 844 |
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dependencies = [
|
| 845 |
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"anyhow",
|
| 846 |
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"heck",
|
| 847 |
+
"indexmap",
|
| 848 |
+
"prettyplease",
|
| 849 |
+
"syn",
|
| 850 |
+
"wasm-metadata",
|
| 851 |
+
"wit-bindgen-core",
|
| 852 |
+
"wit-component",
|
| 853 |
+
]
|
| 854 |
+
|
| 855 |
+
[[package]]
|
| 856 |
+
name = "wit-bindgen-rust-macro"
|
| 857 |
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version = "0.51.0"
|
| 858 |
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source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 859 |
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|
| 860 |
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dependencies = [
|
| 861 |
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"anyhow",
|
| 862 |
+
"prettyplease",
|
| 863 |
+
"proc-macro2",
|
| 864 |
+
"quote",
|
| 865 |
+
"syn",
|
| 866 |
+
"wit-bindgen-core",
|
| 867 |
+
"wit-bindgen-rust",
|
| 868 |
+
]
|
| 869 |
+
|
| 870 |
+
[[package]]
|
| 871 |
+
name = "wit-component"
|
| 872 |
+
version = "0.244.0"
|
| 873 |
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source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 874 |
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checksum = "9d66ea20e9553b30172b5e831994e35fbde2d165325bec84fc43dbf6f4eb9cb2"
|
| 875 |
+
dependencies = [
|
| 876 |
+
"anyhow",
|
| 877 |
+
"bitflags",
|
| 878 |
+
"indexmap",
|
| 879 |
+
"log",
|
| 880 |
+
"serde",
|
| 881 |
+
"serde_derive",
|
| 882 |
+
"serde_json",
|
| 883 |
+
"wasm-encoder",
|
| 884 |
+
"wasm-metadata",
|
| 885 |
+
"wasmparser",
|
| 886 |
+
"wit-parser",
|
| 887 |
+
]
|
| 888 |
+
|
| 889 |
+
[[package]]
|
| 890 |
+
name = "wit-parser"
|
| 891 |
+
version = "0.244.0"
|
| 892 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 893 |
+
checksum = "ecc8ac4bc1dc3381b7f59c34f00b67e18f910c2c0f50015669dde7def656a736"
|
| 894 |
+
dependencies = [
|
| 895 |
+
"anyhow",
|
| 896 |
+
"id-arena",
|
| 897 |
+
"indexmap",
|
| 898 |
+
"log",
|
| 899 |
+
"semver",
|
| 900 |
+
"serde",
|
| 901 |
+
"serde_derive",
|
| 902 |
+
"serde_json",
|
| 903 |
+
"unicode-xid",
|
| 904 |
+
"wasmparser",
|
| 905 |
+
]
|
| 906 |
+
|
| 907 |
+
[[package]]
|
| 908 |
+
name = "zmij"
|
| 909 |
+
version = "1.0.21"
|
| 910 |
+
source = "registry+https://github.com/rust-lang/crates.io-index"
|
| 911 |
+
checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa"
|
tools/rust_dmhy_template_apply/Cargo.toml
ADDED
|
@@ -0,0 +1,17 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[package]
|
| 2 |
+
name = "rust_dmhy_template_apply"
|
| 3 |
+
version = "0.1.0"
|
| 4 |
+
edition = "2021"
|
| 5 |
+
|
| 6 |
+
[dependencies]
|
| 7 |
+
anyhow = "1"
|
| 8 |
+
chrono = { version = "0.4", default-features = false, features = ["clock", "std"] }
|
| 9 |
+
clap = { version = "4", features = ["derive"] }
|
| 10 |
+
once_cell = "1"
|
| 11 |
+
rayon = "1"
|
| 12 |
+
regex = "1"
|
| 13 |
+
serde = { version = "1", features = ["derive"] }
|
| 14 |
+
serde_json = "1"
|
| 15 |
+
|
| 16 |
+
[dev-dependencies]
|
| 17 |
+
tempfile = "3"
|
tools/rust_dmhy_template_apply/README.md
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Rust DMHY Template Apply
|
| 2 |
+
|
| 3 |
+
Multi-core Rust implementation of the DMHY template recipe apply stage.
|
| 4 |
+
|
| 5 |
+
Run from the repository root:
|
| 6 |
+
|
| 7 |
+
```powershell
|
| 8 |
+
cargo run --release --manifest-path tools\rust_dmhy_template_apply\Cargo.toml -- `
|
| 9 |
+
--input datasets\AnimeName\dmhy_list.jsonl `
|
| 10 |
+
--recipes reports\dmhy_template_recipes.full_top5000.seed.jsonl `
|
| 11 |
+
--output reports\dmhy_weak.template_generated.top5000.rust.jsonl `
|
| 12 |
+
--manifest-output reports\dmhy_weak.template_generated.top5000.rust.manifest.json
|
| 13 |
+
```
|
| 14 |
+
|
| 15 |
+
Optional controls:
|
| 16 |
+
|
| 17 |
+
```powershell
|
| 18 |
+
--threads 24
|
| 19 |
+
--limit 50000
|
| 20 |
+
--limit-templates 1000
|
| 21 |
+
--min-count 10
|
| 22 |
+
--confidence high
|
| 23 |
+
--expand sample --sample-per-template 100
|
| 24 |
+
--keep-encoding-noise
|
| 25 |
+
```
|
| 26 |
+
|
| 27 |
+
The output is intended to match `tools/apply_dmhy_template_recipes.py` at the
|
| 28 |
+
record schema level: `filename`, `tokens`, `labels`, `template_id`, `template`,
|
| 29 |
+
plus optional `source_filename`, `path_trimmed`, and
|
| 30 |
+
`dropped_title_candidate_positions`.
|
tools/rust_dmhy_template_apply/src/main.rs
ADDED
|
@@ -0,0 +1,1490 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
+
use anyhow::{bail, Context, Result};
|
| 2 |
+
use chrono::Utc;
|
| 3 |
+
use clap::Parser;
|
| 4 |
+
use once_cell::sync::Lazy;
|
| 5 |
+
use rayon::prelude::*;
|
| 6 |
+
use regex::Regex;
|
| 7 |
+
use serde::{Deserialize, Serialize};
|
| 8 |
+
use serde_json::{json, Value};
|
| 9 |
+
use std::collections::{HashMap, HashSet};
|
| 10 |
+
use std::fs::{self, File};
|
| 11 |
+
use std::io::{BufRead, BufReader, BufWriter, Write};
|
| 12 |
+
use std::path::PathBuf;
|
| 13 |
+
use std::sync::atomic::{AtomicUsize, Ordering};
|
| 14 |
+
|
| 15 |
+
#[derive(Parser, Debug)]
|
| 16 |
+
#[command(about = "Apply DMHY template recipes with a multi-core Rust pipeline")]
|
| 17 |
+
struct Args {
|
| 18 |
+
#[arg(long, default_value = "datasets/AnimeName/dmhy_list.jsonl")]
|
| 19 |
+
input: PathBuf,
|
| 20 |
+
#[arg(long, default_value = "reports/dmhy_template_recipes.seed.jsonl")]
|
| 21 |
+
recipes: PathBuf,
|
| 22 |
+
#[arg(
|
| 23 |
+
long,
|
| 24 |
+
default_value = "reports/dmhy_weak.template_generated.rust.jsonl"
|
| 25 |
+
)]
|
| 26 |
+
output: PathBuf,
|
| 27 |
+
#[arg(
|
| 28 |
+
long,
|
| 29 |
+
default_value = "reports/dmhy_weak.template_generated.rust.manifest.json"
|
| 30 |
+
)]
|
| 31 |
+
manifest_output: PathBuf,
|
| 32 |
+
#[arg(long)]
|
| 33 |
+
limit: Option<usize>,
|
| 34 |
+
#[arg(long)]
|
| 35 |
+
limit_templates: Option<usize>,
|
| 36 |
+
#[arg(long, default_value_t = 1)]
|
| 37 |
+
min_count: u64,
|
| 38 |
+
#[arg(long, default_value = "high")]
|
| 39 |
+
confidence: String,
|
| 40 |
+
#[arg(long, default_value = "all")]
|
| 41 |
+
expand: String,
|
| 42 |
+
#[arg(long, default_value_t = 100)]
|
| 43 |
+
sample_per_template: usize,
|
| 44 |
+
#[arg(long)]
|
| 45 |
+
keep_encoding_noise: bool,
|
| 46 |
+
#[arg(long)]
|
| 47 |
+
threads: Option<usize>,
|
| 48 |
+
}
|
| 49 |
+
|
| 50 |
+
#[derive(Debug, Clone, Deserialize)]
|
| 51 |
+
struct Recipe {
|
| 52 |
+
template_id: String,
|
| 53 |
+
template: String,
|
| 54 |
+
roles: Vec<String>,
|
| 55 |
+
confidence: Option<String>,
|
| 56 |
+
count: Option<u64>,
|
| 57 |
+
}
|
| 58 |
+
|
| 59 |
+
#[derive(Debug, Clone, Serialize)]
|
| 60 |
+
struct Record {
|
| 61 |
+
filename: String,
|
| 62 |
+
tokens: Vec<String>,
|
| 63 |
+
labels: Vec<String>,
|
| 64 |
+
template_id: String,
|
| 65 |
+
template: String,
|
| 66 |
+
#[serde(skip_serializing_if = "Option::is_none")]
|
| 67 |
+
source_filename: Option<String>,
|
| 68 |
+
#[serde(skip_serializing_if = "Option::is_none")]
|
| 69 |
+
path_trimmed: Option<bool>,
|
| 70 |
+
#[serde(skip_serializing_if = "Option::is_none")]
|
| 71 |
+
dropped_title_candidate_positions: Option<Vec<String>>,
|
| 72 |
+
}
|
| 73 |
+
|
| 74 |
+
#[derive(Debug, Clone)]
|
| 75 |
+
struct Group {
|
| 76 |
+
indices: Vec<usize>,
|
| 77 |
+
class_name: String,
|
| 78 |
+
}
|
| 79 |
+
|
| 80 |
+
#[derive(Debug, Default, Clone, Serialize)]
|
| 81 |
+
struct Stats {
|
| 82 |
+
seen: usize,
|
| 83 |
+
skipped_encoding_noise: usize,
|
| 84 |
+
trimmed_parent_path: usize,
|
| 85 |
+
skipped_no_recipe: usize,
|
| 86 |
+
skipped_sample_cap: usize,
|
| 87 |
+
skipped_role_mismatch: usize,
|
| 88 |
+
written: usize,
|
| 89 |
+
}
|
| 90 |
+
|
| 91 |
+
#[derive(Debug)]
|
| 92 |
+
enum Processed {
|
| 93 |
+
Written {
|
| 94 |
+
record: Record,
|
| 95 |
+
trimmed_parent: bool,
|
| 96 |
+
},
|
| 97 |
+
Skipped {
|
| 98 |
+
reason: &'static str,
|
| 99 |
+
trimmed_parent: bool,
|
| 100 |
+
},
|
| 101 |
+
}
|
| 102 |
+
|
| 103 |
+
static HASH_RE: Lazy<Regex> = Lazy::new(|| Regex::new(r"^[A-Fa-f0-9]{8,}$").unwrap());
|
| 104 |
+
static RESOLUTION_RE: Lazy<Regex> =
|
| 105 |
+
Lazy::new(|| Regex::new(r"(?i)^(?:\d{3,4}p|\dK|\d{3,4}[xX×]\d{3,4})$").unwrap());
|
| 106 |
+
static EPISODE_VERSION_RE: Lazy<Regex> =
|
| 107 |
+
Lazy::new(|| Regex::new(r"(?i)^(?:EP?)?\d{1,4}(?:v|ver|version|rev)\d{1,3}$").unwrap());
|
| 108 |
+
static EPISODE_RE: Lazy<Regex> =
|
| 109 |
+
Lazy::new(|| Regex::new(r"(?i)^(?:EP?|#)?\d{1,4}(?:END)?$").unwrap());
|
| 110 |
+
static EPISODE_CJK_RE: Lazy<Regex> = Lazy::new(|| Regex::new(r"^第?\d{1,4}[话話回集]$").unwrap());
|
| 111 |
+
static EPISODE_RANGE_RE: Lazy<Regex> =
|
| 112 |
+
Lazy::new(|| Regex::new(r"(?i)^\d{1,4}\s*[-~]\s*\d{1,4}(?:\s*END)?$").unwrap());
|
| 113 |
+
static EPISODE_BATCH_RE: Lazy<Regex> = Lazy::new(|| {
|
| 114 |
+
Regex::new(r"(?i)^\d{1,4}\s*[-~]\s*\d{1,4}(?:\s*(?:TV|全集|全|END|Fin|Complete|SP|OVA|OAD|NCOP|NCED)|[+_./-])*.{0,16}$").unwrap()
|
| 115 |
+
});
|
| 116 |
+
static SXE_RE: Lazy<Regex> = Lazy::new(|| Regex::new(r"(?i)^S\d{1,2}E\d{1,4}(?:v\d+)?$").unwrap());
|
| 117 |
+
static SXE_VALUE_RE: Lazy<Regex> =
|
| 118 |
+
Lazy::new(|| Regex::new(r"(?i)^S(\d{1,2})E(\d{1,4})(?:v(\d+))?$").unwrap());
|
| 119 |
+
static SEASON_RE: Lazy<Regex> = Lazy::new(|| {
|
| 120 |
+
Regex::new(r"(?i)^(?:S\d{1,2}|Season\s*\d{1,2}|第[一二三四五六七八九十\d]+[季期部])$").unwrap()
|
| 121 |
+
});
|
| 122 |
+
static CJK_SEASON_TOKEN_RE: Lazy<Regex> =
|
| 123 |
+
Lazy::new(|| Regex::new(r"^第[一二三四五六七八九十\d]+[季期部]$").unwrap());
|
| 124 |
+
static SEASON_VALUE_RE: Lazy<Regex> = Lazy::new(|| Regex::new(r"(?i)^S(\d{1,2})$").unwrap());
|
| 125 |
+
static SPECIAL_RE: Lazy<Regex> = Lazy::new(|| {
|
| 126 |
+
Regex::new(r"(?i)^(?:NCOP|NCED|OP|ED|PV|CM|SP|OVA|OAD|IV|Menu|Preview|Trailer|Teaser)(?:[\s_.-]?(?:\d{0,4}|Ep\d{1,4}|[A-Z]))?$").unwrap()
|
| 127 |
+
});
|
| 128 |
+
static VOLUME_RE: Lazy<Regex> =
|
| 129 |
+
Lazy::new(|| Regex::new(r"(?i)^(?:Vol(?:ume)?\.?|Disc|CD|BD|DVD|D)\s*\d{1,3}$").unwrap());
|
| 130 |
+
static DATE_RE: Lazy<Regex> =
|
| 131 |
+
Lazy::new(|| Regex::new(r"^(?:19|20)\d{2}(?:[._-]\d{1,2}){0,2}$").unwrap());
|
| 132 |
+
static LANG_RE: Lazy<Regex> = Lazy::new(|| {
|
| 133 |
+
Regex::new(r"(?i)^(?:CHS|CHT|ZHS|ZHT|GB|BIG5|JPN?|JP|JA|JAP|ENG|EN|SC|TC|简[体體]?|繁[体體]?|简日|繁日|字幕|内封|外挂|Sub|Subs|MSubs?)$").unwrap()
|
| 134 |
+
});
|
| 135 |
+
static MEDIA_RE: Lazy<Regex> = Lazy::new(|| {
|
| 136 |
+
Regex::new(r"(?i)^(?:WEB[-_. ]?DL|WEB[-_. ]?Rip|BDRip|BluRay|BDMV|BD|DVDRip|DVD|HDTV|TVRip|REMUX|x26[45]|h\.?26[45]|HEVC|AVC|AV1|AAC\d*(?:\.\d+)?|FLAC|MP3|DTS|DTS-HDMA|AC3|Opus|10[-_. ]?bit|8[-_. ]?bit|Hi10p|Ma10p|ASSx?\d*|SRTx?\d*|R\d[A-Z]*|NoSub|MKV|MP4|AVI|RAW|Raws?)$").unwrap()
|
| 137 |
+
});
|
| 138 |
+
static SPECIAL_TITLE_PHRASE_RE: Lazy<Regex> = Lazy::new(|| {
|
| 139 |
+
Regex::new(r"(?i)\b(?:theater\s+greeting\s+event|world\s+prem(?:eie|iere)|picture\s+drama)\b")
|
| 140 |
+
.unwrap()
|
| 141 |
+
});
|
| 142 |
+
static YEAR_RANGE_RE: Lazy<Regex> =
|
| 143 |
+
Lazy::new(|| Regex::new(r"^\(?\s*(?:19|20)\d{2}\s*[-~]\s*(?:19|20)\d{2}\s*\)?$").unwrap());
|
| 144 |
+
static TOKEN_REGEXES: Lazy<Vec<Regex>> = Lazy::new(|| {
|
| 145 |
+
[
|
| 146 |
+
r"^\d{3,4}[xX×]\d{3,4}",
|
| 147 |
+
r"^[\\/]+",
|
| 148 |
+
r"^[-_.::+&|]+",
|
| 149 |
+
r"^\s+",
|
| 150 |
+
r"(?i)^Season\s*\d{1,2}",
|
| 151 |
+
r"^[A-Za-z]+(?:\d+[A-Za-z]*)*",
|
| 152 |
+
r"^\d+[A-Za-z]+\d*",
|
| 153 |
+
r"^\d{1,4}(?:[._-]\d{1,4})*",
|
| 154 |
+
r"^[\p{Hiragana}\p{Katakana}\p{Han}]+",
|
| 155 |
+
]
|
| 156 |
+
.into_iter()
|
| 157 |
+
.map(|pattern| Regex::new(pattern).unwrap())
|
| 158 |
+
.collect()
|
| 159 |
+
});
|
| 160 |
+
static SIMPLE_EPISODE_RE: Lazy<Regex> =
|
| 161 |
+
Lazy::new(|| Regex::new(r"(?i)^(?:EP?|#)?\d{1,4}$").unwrap());
|
| 162 |
+
static SPECIAL_SPACE_RE: Lazy<Regex> = Lazy::new(|| Regex::new(r"[\s_.-]+").unwrap());
|
| 163 |
+
|
| 164 |
+
fn main() -> Result<()> {
|
| 165 |
+
let args = Args::parse();
|
| 166 |
+
if let Some(threads) = args.threads {
|
| 167 |
+
rayon::ThreadPoolBuilder::new()
|
| 168 |
+
.num_threads(threads)
|
| 169 |
+
.build_global()
|
| 170 |
+
.context("failed to configure rayon thread pool")?;
|
| 171 |
+
}
|
| 172 |
+
if args.expand != "all" && args.expand != "sample" {
|
| 173 |
+
bail!("--expand must be all or sample");
|
| 174 |
+
}
|
| 175 |
+
|
| 176 |
+
let recipes = load_recipes(&args)?;
|
| 177 |
+
if recipes.is_empty() {
|
| 178 |
+
bail!("no recipes selected; adjust --recipes/--confidence/--min-count/--limit-templates");
|
| 179 |
+
}
|
| 180 |
+
let inputs = load_input(&args.input, args.limit)?;
|
| 181 |
+
let sample_counters: HashMap<String, AtomicUsize> = recipes
|
| 182 |
+
.values()
|
| 183 |
+
.map(|recipe| (recipe.template_id.clone(), AtomicUsize::new(0)))
|
| 184 |
+
.collect();
|
| 185 |
+
|
| 186 |
+
let processed: Vec<Processed> = inputs
|
| 187 |
+
.par_iter()
|
| 188 |
+
.map(|filename| process_filename(filename, &args, &recipes, &sample_counters))
|
| 189 |
+
.collect();
|
| 190 |
+
|
| 191 |
+
if let Some(parent) = args.output.parent() {
|
| 192 |
+
fs::create_dir_all(parent)?;
|
| 193 |
+
}
|
| 194 |
+
if let Some(parent) = args.manifest_output.parent() {
|
| 195 |
+
fs::create_dir_all(parent)?;
|
| 196 |
+
}
|
| 197 |
+
|
| 198 |
+
let mut stats = Stats {
|
| 199 |
+
seen: inputs.len(),
|
| 200 |
+
..Stats::default()
|
| 201 |
+
};
|
| 202 |
+
let mut label_counts: HashMap<String, usize> = HashMap::new();
|
| 203 |
+
let mut template_counts: HashMap<String, usize> = HashMap::new();
|
| 204 |
+
let mut examples = Vec::new();
|
| 205 |
+
let mut writer = BufWriter::new(File::create(&args.output)?);
|
| 206 |
+
for item in processed {
|
| 207 |
+
match item {
|
| 208 |
+
Processed::Written {
|
| 209 |
+
record,
|
| 210 |
+
trimmed_parent,
|
| 211 |
+
} => {
|
| 212 |
+
if trimmed_parent {
|
| 213 |
+
stats.trimmed_parent_path += 1;
|
| 214 |
+
}
|
| 215 |
+
for label in &record.labels {
|
| 216 |
+
*label_counts.entry(label.clone()).or_default() += 1;
|
| 217 |
+
}
|
| 218 |
+
*template_counts
|
| 219 |
+
.entry(record.template_id.clone())
|
| 220 |
+
.or_default() += 1;
|
| 221 |
+
if examples.len() < 20 {
|
| 222 |
+
examples.push(serde_json::to_value(&record)?);
|
| 223 |
+
}
|
| 224 |
+
serde_json::to_writer(&mut writer, &record)?;
|
| 225 |
+
writer.write_all(b"\n")?;
|
| 226 |
+
stats.written += 1;
|
| 227 |
+
}
|
| 228 |
+
Processed::Skipped {
|
| 229 |
+
reason,
|
| 230 |
+
trimmed_parent,
|
| 231 |
+
} => {
|
| 232 |
+
if trimmed_parent {
|
| 233 |
+
stats.trimmed_parent_path += 1;
|
| 234 |
+
}
|
| 235 |
+
match reason {
|
| 236 |
+
"encoding_noise" => stats.skipped_encoding_noise += 1,
|
| 237 |
+
"no_recipe" => stats.skipped_no_recipe += 1,
|
| 238 |
+
"sample_cap" => stats.skipped_sample_cap += 1,
|
| 239 |
+
"role_mismatch" => stats.skipped_role_mismatch += 1,
|
| 240 |
+
_ => {}
|
| 241 |
+
}
|
| 242 |
+
}
|
| 243 |
+
}
|
| 244 |
+
}
|
| 245 |
+
writer.flush()?;
|
| 246 |
+
|
| 247 |
+
let mut top_template_counts: Vec<_> = template_counts.into_iter().collect();
|
| 248 |
+
top_template_counts.sort_by(|a, b| b.1.cmp(&a.1).then_with(|| a.0.cmp(&b.0)));
|
| 249 |
+
top_template_counts.truncate(20);
|
| 250 |
+
|
| 251 |
+
let manifest = json!({
|
| 252 |
+
"generated_at": Utc::now().to_rfc3339(),
|
| 253 |
+
"input": args.input.to_string_lossy(),
|
| 254 |
+
"recipes": args.recipes.to_string_lossy(),
|
| 255 |
+
"output": args.output.to_string_lossy(),
|
| 256 |
+
"selected_templates": recipes.len(),
|
| 257 |
+
"confidence": args.confidence,
|
| 258 |
+
"min_count": args.min_count,
|
| 259 |
+
"expand": args.expand,
|
| 260 |
+
"sample_per_template": if args.expand == "sample" { Some(args.sample_per_template) } else { None },
|
| 261 |
+
"stats": stats,
|
| 262 |
+
"label_counts": label_counts,
|
| 263 |
+
"top_template_counts": top_template_counts,
|
| 264 |
+
"examples": examples,
|
| 265 |
+
"implementation": "rust_dmhy_template_apply"
|
| 266 |
+
});
|
| 267 |
+
fs::write(
|
| 268 |
+
&args.manifest_output,
|
| 269 |
+
serde_json::to_string_pretty(&manifest)?,
|
| 270 |
+
)?;
|
| 271 |
+
println!("{}", serde_json::to_string_pretty(&manifest)?);
|
| 272 |
+
Ok(())
|
| 273 |
+
}
|
| 274 |
+
|
| 275 |
+
fn load_recipes(args: &Args) -> Result<HashMap<String, Recipe>> {
|
| 276 |
+
let file = File::open(&args.recipes)
|
| 277 |
+
.with_context(|| format!("recipe JSONL not found: {}", args.recipes.display()))?;
|
| 278 |
+
let mut recipes = HashMap::new();
|
| 279 |
+
for (line_number, line) in BufReader::new(file).lines().enumerate() {
|
| 280 |
+
let line = line?;
|
| 281 |
+
if line.trim().is_empty() {
|
| 282 |
+
continue;
|
| 283 |
+
}
|
| 284 |
+
let row: Recipe = serde_json::from_str(&line).with_context(|| {
|
| 285 |
+
format!(
|
| 286 |
+
"invalid recipe JSON at {}:{}",
|
| 287 |
+
args.recipes.display(),
|
| 288 |
+
line_number + 1
|
| 289 |
+
)
|
| 290 |
+
})?;
|
| 291 |
+
if !args.confidence.is_empty()
|
| 292 |
+
&& row.confidence.as_deref() != Some(args.confidence.as_str())
|
| 293 |
+
{
|
| 294 |
+
continue;
|
| 295 |
+
}
|
| 296 |
+
if row.count.unwrap_or(0) < args.min_count {
|
| 297 |
+
continue;
|
| 298 |
+
}
|
| 299 |
+
recipes.insert(row.template.clone(), row);
|
| 300 |
+
if args
|
| 301 |
+
.limit_templates
|
| 302 |
+
.is_some_and(|limit| recipes.len() >= limit)
|
| 303 |
+
{
|
| 304 |
+
break;
|
| 305 |
+
}
|
| 306 |
+
}
|
| 307 |
+
Ok(recipes)
|
| 308 |
+
}
|
| 309 |
+
|
| 310 |
+
fn load_input(path: &PathBuf, limit: Option<usize>) -> Result<Vec<String>> {
|
| 311 |
+
let file =
|
| 312 |
+
File::open(path).with_context(|| format!("input JSONL not found: {}", path.display()))?;
|
| 313 |
+
let mut values = Vec::new();
|
| 314 |
+
for (line_number, line) in BufReader::new(file).lines().enumerate() {
|
| 315 |
+
if limit.is_some_and(|limit| values.len() >= limit) {
|
| 316 |
+
break;
|
| 317 |
+
}
|
| 318 |
+
let line = line?;
|
| 319 |
+
if line.trim().is_empty() {
|
| 320 |
+
continue;
|
| 321 |
+
}
|
| 322 |
+
let row: Value = serde_json::from_str(&line)
|
| 323 |
+
.with_context(|| format!("invalid JSON at {}:{}", path.display(), line_number + 1))?;
|
| 324 |
+
if let Some(value) = row.get("value").and_then(Value::as_str) {
|
| 325 |
+
let value = value.trim();
|
| 326 |
+
if !value.is_empty() {
|
| 327 |
+
values.push(value.to_string());
|
| 328 |
+
}
|
| 329 |
+
}
|
| 330 |
+
}
|
| 331 |
+
Ok(values)
|
| 332 |
+
}
|
| 333 |
+
|
| 334 |
+
fn process_filename(
|
| 335 |
+
original: &str,
|
| 336 |
+
args: &Args,
|
| 337 |
+
recipes: &HashMap<String, Recipe>,
|
| 338 |
+
sample_counters: &HashMap<String, AtomicUsize>,
|
| 339 |
+
) -> Processed {
|
| 340 |
+
if !args.keep_encoding_noise
|
| 341 |
+
&& (has_encoding_noise(original)
|
| 342 |
+
|| has_non_anime_noise(original)
|
| 343 |
+
|| has_abstract_path_noise(original))
|
| 344 |
+
{
|
| 345 |
+
return Processed::Skipped {
|
| 346 |
+
reason: "encoding_noise",
|
| 347 |
+
trimmed_parent: false,
|
| 348 |
+
};
|
| 349 |
+
}
|
| 350 |
+
let (training_filename, trimmed_parent) = training_filename_for(original);
|
| 351 |
+
let (key, _tokens, _classes, groups) = template_key_for_filename(&training_filename);
|
| 352 |
+
let recipe = match recipes.get(&key) {
|
| 353 |
+
Some(recipe) => recipe,
|
| 354 |
+
None => {
|
| 355 |
+
return Processed::Skipped {
|
| 356 |
+
reason: "no_recipe",
|
| 357 |
+
trimmed_parent,
|
| 358 |
+
}
|
| 359 |
+
}
|
| 360 |
+
};
|
| 361 |
+
if args.expand == "sample" {
|
| 362 |
+
let counter = sample_counters.get(&recipe.template_id).unwrap();
|
| 363 |
+
if counter.fetch_add(1, Ordering::Relaxed) >= args.sample_per_template {
|
| 364 |
+
return Processed::Skipped {
|
| 365 |
+
reason: "sample_cap",
|
| 366 |
+
trimmed_parent,
|
| 367 |
+
};
|
| 368 |
+
}
|
| 369 |
+
}
|
| 370 |
+
if recipe.roles.len() != groups.len() {
|
| 371 |
+
return Processed::Skipped {
|
| 372 |
+
reason: "role_mismatch",
|
| 373 |
+
trimmed_parent,
|
| 374 |
+
};
|
| 375 |
+
}
|
| 376 |
+
let mut record = match dmhy_record(&training_filename, &recipe.template_id, &recipe.roles) {
|
| 377 |
+
Some(record) => record,
|
| 378 |
+
None => {
|
| 379 |
+
return Processed::Skipped {
|
| 380 |
+
reason: "role_mismatch",
|
| 381 |
+
trimmed_parent,
|
| 382 |
+
}
|
| 383 |
+
}
|
| 384 |
+
};
|
| 385 |
+
if trimmed_parent {
|
| 386 |
+
record.source_filename = Some(original.to_string());
|
| 387 |
+
record.path_trimmed = Some(true);
|
| 388 |
+
return Processed::Written {
|
| 389 |
+
record,
|
| 390 |
+
trimmed_parent: true,
|
| 391 |
+
};
|
| 392 |
+
}
|
| 393 |
+
Processed::Written {
|
| 394 |
+
record,
|
| 395 |
+
trimmed_parent: false,
|
| 396 |
+
}
|
| 397 |
+
}
|
| 398 |
+
|
| 399 |
+
fn tokenize(value: &str) -> Vec<String> {
|
| 400 |
+
let mut output = Vec::new();
|
| 401 |
+
let mut index = 0;
|
| 402 |
+
while index < value.len() {
|
| 403 |
+
let rest = &value[index..];
|
| 404 |
+
if let Some((token, len)) = next_token(rest) {
|
| 405 |
+
output.push(token);
|
| 406 |
+
index += len;
|
| 407 |
+
} else {
|
| 408 |
+
let ch = rest.chars().next().unwrap();
|
| 409 |
+
output.push(ch.to_string());
|
| 410 |
+
index += ch.len_utf8();
|
| 411 |
+
}
|
| 412 |
+
}
|
| 413 |
+
output
|
| 414 |
+
}
|
| 415 |
+
|
| 416 |
+
fn next_token(rest: &str) -> Option<(String, usize)> {
|
| 417 |
+
let first = rest.chars().next()?;
|
| 418 |
+
if first == '[' {
|
| 419 |
+
if let Some(end) = rest.find(']') {
|
| 420 |
+
if end <= 121 {
|
| 421 |
+
return Some((rest[..=end].to_string(), end + 1));
|
| 422 |
+
}
|
| 423 |
+
}
|
| 424 |
+
}
|
| 425 |
+
if first == '(' {
|
| 426 |
+
if let Some(end) = rest.find(')') {
|
| 427 |
+
if end <= 121 {
|
| 428 |
+
return Some((rest[..=end].to_string(), end + 1));
|
| 429 |
+
}
|
| 430 |
+
}
|
| 431 |
+
}
|
| 432 |
+
if first == '【' {
|
| 433 |
+
if let Some(end) = rest.find('】') {
|
| 434 |
+
if rest[..end].chars().count() <= 120 {
|
| 435 |
+
return Some((
|
| 436 |
+
rest[..end + '】'.len_utf8()].to_string(),
|
| 437 |
+
end + '】'.len_utf8(),
|
| 438 |
+
));
|
| 439 |
+
}
|
| 440 |
+
}
|
| 441 |
+
}
|
| 442 |
+
for re in TOKEN_REGEXES.iter() {
|
| 443 |
+
if let Some(mat) = re.find(rest) {
|
| 444 |
+
if mat.start() == 0 && mat.end() > 0 {
|
| 445 |
+
return Some((mat.as_str().to_string(), mat.end()));
|
| 446 |
+
}
|
| 447 |
+
}
|
| 448 |
+
}
|
| 449 |
+
None
|
| 450 |
+
}
|
| 451 |
+
|
| 452 |
+
fn strip_wrapper(token: &str) -> String {
|
| 453 |
+
let chars: Vec<char> = token.chars().collect();
|
| 454 |
+
if chars.len() >= 2 {
|
| 455 |
+
let first = chars[0];
|
| 456 |
+
let last = chars[chars.len() - 1];
|
| 457 |
+
if (first == '[' && last == ']')
|
| 458 |
+
|| (first == '(' && last == ')')
|
| 459 |
+
|| (first == '【' && last == '】')
|
| 460 |
+
{
|
| 461 |
+
return chars[1..chars.len() - 1]
|
| 462 |
+
.iter()
|
| 463 |
+
.collect::<String>()
|
| 464 |
+
.trim()
|
| 465 |
+
.to_string();
|
| 466 |
+
}
|
| 467 |
+
}
|
| 468 |
+
token.trim().to_string()
|
| 469 |
+
}
|
| 470 |
+
|
| 471 |
+
fn split_inner(inner: &str) -> Vec<String> {
|
| 472 |
+
let mut parts = Vec::new();
|
| 473 |
+
let mut current = String::new();
|
| 474 |
+
for ch in inner.chars() {
|
| 475 |
+
if ch.is_whitespace() || "_.,+/&|-".contains(ch) {
|
| 476 |
+
if !current.is_empty() {
|
| 477 |
+
parts.push(std::mem::take(&mut current));
|
| 478 |
+
}
|
| 479 |
+
} else {
|
| 480 |
+
current.push(ch);
|
| 481 |
+
}
|
| 482 |
+
}
|
| 483 |
+
if !current.is_empty() {
|
| 484 |
+
parts.push(current);
|
| 485 |
+
}
|
| 486 |
+
parts
|
| 487 |
+
}
|
| 488 |
+
|
| 489 |
+
fn compact_for_classify(text: &str) -> String {
|
| 490 |
+
text.chars()
|
| 491 |
+
.filter(|ch| !ch.is_whitespace() && !matches!(ch, '_' | '.' | ',' | '-'))
|
| 492 |
+
.collect()
|
| 493 |
+
}
|
| 494 |
+
|
| 495 |
+
fn classify_atom(text: &str) -> String {
|
| 496 |
+
let cleaned = strip_wrapper(text);
|
| 497 |
+
let compact = compact_for_classify(&cleaned);
|
| 498 |
+
if cleaned.is_empty() {
|
| 499 |
+
return "EMPTY".to_string();
|
| 500 |
+
}
|
| 501 |
+
if HASH_RE.is_match(&cleaned) {
|
| 502 |
+
return "HASH".to_string();
|
| 503 |
+
}
|
| 504 |
+
if RESOLUTION_RE.is_match(&cleaned) {
|
| 505 |
+
return "RESOLUTION".to_string();
|
| 506 |
+
}
|
| 507 |
+
if DATE_RE.is_match(&cleaned) {
|
| 508 |
+
return "DATE".to_string();
|
| 509 |
+
}
|
| 510 |
+
if EPISODE_VERSION_RE.is_match(&compact) {
|
| 511 |
+
return "EPISODE_VERSION".to_string();
|
| 512 |
+
}
|
| 513 |
+
if SXE_RE.is_match(&compact) {
|
| 514 |
+
return "SXE".to_string();
|
| 515 |
+
}
|
| 516 |
+
if EPISODE_RE.is_match(&compact) {
|
| 517 |
+
return "EPISODE".to_string();
|
| 518 |
+
}
|
| 519 |
+
if EPISODE_CJK_RE.is_match(&cleaned) {
|
| 520 |
+
return "EPISODE".to_string();
|
| 521 |
+
}
|
| 522 |
+
if EPISODE_BATCH_RE.is_match(&cleaned) {
|
| 523 |
+
return "EPISODE_RANGE".to_string();
|
| 524 |
+
}
|
| 525 |
+
if EPISODE_RANGE_RE.is_match(&cleaned) {
|
| 526 |
+
return "EPISODE_RANGE".to_string();
|
| 527 |
+
}
|
| 528 |
+
if EPISODE_RE.is_match(&cleaned) {
|
| 529 |
+
return "EPISODE".to_string();
|
| 530 |
+
}
|
| 531 |
+
if SEASON_RE.is_match(&cleaned) {
|
| 532 |
+
return "SEASON".to_string();
|
| 533 |
+
}
|
| 534 |
+
if SPECIAL_RE.is_match(&cleaned) {
|
| 535 |
+
return "SPECIAL".to_string();
|
| 536 |
+
}
|
| 537 |
+
if VOLUME_RE.is_match(&cleaned) {
|
| 538 |
+
return "VOLUME".to_string();
|
| 539 |
+
}
|
| 540 |
+
if LANG_RE.is_match(&cleaned) || lang_block_matches(&cleaned) {
|
| 541 |
+
return "LANG".to_string();
|
| 542 |
+
}
|
| 543 |
+
if MEDIA_RE.is_match(&cleaned) {
|
| 544 |
+
return "MEDIA".to_string();
|
| 545 |
+
}
|
| 546 |
+
"TEXT".to_string()
|
| 547 |
+
}
|
| 548 |
+
|
| 549 |
+
fn lang_block_matches(text: &str) -> bool {
|
| 550 |
+
let upper = text.to_ascii_uppercase();
|
| 551 |
+
if ["CHS", "CHT", "ZHS", "ZHT", "BIG5"]
|
| 552 |
+
.iter()
|
| 553 |
+
.any(|marker| upper.contains(marker))
|
| 554 |
+
{
|
| 555 |
+
return true;
|
| 556 |
+
}
|
| 557 |
+
if upper.contains("GB") {
|
| 558 |
+
return true;
|
| 559 |
+
}
|
| 560 |
+
if [
|
| 561 |
+
"简繁", "简日", "繁日", "简体", "繁体", "雙語", "双语", "内封", "外挂",
|
| 562 |
+
]
|
| 563 |
+
.iter()
|
| 564 |
+
.any(|marker| text.contains(marker))
|
| 565 |
+
{
|
| 566 |
+
return true;
|
| 567 |
+
}
|
| 568 |
+
let chars: Vec<char> = text.chars().collect();
|
| 569 |
+
chars.windows(2).enumerate().any(|(index, pair)| {
|
| 570 |
+
pair[0] == '字' && pair[1] == '幕' && !matches!(chars.get(index + 2), Some('组' | '組'))
|
| 571 |
+
})
|
| 572 |
+
}
|
| 573 |
+
|
| 574 |
+
fn classify_token(token: &str) -> String {
|
| 575 |
+
if token.is_empty() {
|
| 576 |
+
return "EMPTY".to_string();
|
| 577 |
+
}
|
| 578 |
+
if token.chars().all(char::is_whitespace) {
|
| 579 |
+
return "SPACE".to_string();
|
| 580 |
+
}
|
| 581 |
+
if token.chars().all(|ch| ch == '/' || ch == '\\') {
|
| 582 |
+
return "PATH".to_string();
|
| 583 |
+
}
|
| 584 |
+
if token.chars().all(|ch| "-_.::+&|".contains(ch)) {
|
| 585 |
+
return "SEP".to_string();
|
| 586 |
+
}
|
| 587 |
+
if token.starts_with('[') || token.starts_with('(') || token.starts_with('【') {
|
| 588 |
+
let inner = strip_wrapper(token);
|
| 589 |
+
let whole_class = classify_atom(&inner);
|
| 590 |
+
let parts = split_inner(&inner);
|
| 591 |
+
let inner_class = if whole_class != "TEXT" {
|
| 592 |
+
whole_class
|
| 593 |
+
} else if parts.is_empty() {
|
| 594 |
+
"EMPTY".to_string()
|
| 595 |
+
} else {
|
| 596 |
+
let part_classes: Vec<String> = parts.iter().map(|part| classify_atom(part)).collect();
|
| 597 |
+
if part_classes.iter().all(|item| item == &part_classes[0]) {
|
| 598 |
+
part_classes[0].clone()
|
| 599 |
+
} else if part_classes.iter().all(|item| is_media_block_class(item)) {
|
| 600 |
+
"MEDIA_BLOCK".to_string()
|
| 601 |
+
} else if part_classes.iter().any(|item| is_media_block_class(item))
|
| 602 |
+
&& parts.iter().zip(part_classes.iter()).all(|(part, item)| {
|
| 603 |
+
is_media_block_class(item)
|
| 604 |
+
|| matches!(part.to_ascii_lowercase().as_str(), "anime" | "アニメ")
|
| 605 |
+
})
|
| 606 |
+
{
|
| 607 |
+
"MEDIA_BLOCK".to_string()
|
| 608 |
+
} else if part_classes.iter().any(|item| item == "TEXT") {
|
| 609 |
+
"TEXT".to_string()
|
| 610 |
+
} else {
|
| 611 |
+
let mut set: Vec<String> = part_classes
|
| 612 |
+
.into_iter()
|
| 613 |
+
.collect::<HashSet<_>>()
|
| 614 |
+
.into_iter()
|
| 615 |
+
.collect();
|
| 616 |
+
set.sort();
|
| 617 |
+
set.join("_")
|
| 618 |
+
}
|
| 619 |
+
};
|
| 620 |
+
return format!("BRACKET_{inner_class}");
|
| 621 |
+
}
|
| 622 |
+
classify_atom(token)
|
| 623 |
+
}
|
| 624 |
+
|
| 625 |
+
fn is_media_block_class(value: &str) -> bool {
|
| 626 |
+
matches!(value, "MEDIA" | "RESOLUTION" | "LANG" | "HASH" | "DATE")
|
| 627 |
+
}
|
| 628 |
+
|
| 629 |
+
fn compact_token_groups(_tokens: &[String], classes: &[String]) -> Vec<Group> {
|
| 630 |
+
let mut groups: Vec<Group> = Vec::new();
|
| 631 |
+
let mut previous: Option<String> = None;
|
| 632 |
+
for (index, token_class) in classes.iter().enumerate() {
|
| 633 |
+
let current = if token_class == "SPACE" {
|
| 634 |
+
"SEP"
|
| 635 |
+
} else {
|
| 636 |
+
token_class
|
| 637 |
+
}
|
| 638 |
+
.to_string();
|
| 639 |
+
if previous.as_deref() == Some(current.as_str())
|
| 640 |
+
&& matches!(current.as_str(), "SEP" | "TEXT")
|
| 641 |
+
{
|
| 642 |
+
groups.last_mut().unwrap().indices.push(index);
|
| 643 |
+
} else {
|
| 644 |
+
groups.push(Group {
|
| 645 |
+
indices: vec![index],
|
| 646 |
+
class_name: current.clone(),
|
| 647 |
+
});
|
| 648 |
+
}
|
| 649 |
+
previous = Some(current);
|
| 650 |
+
}
|
| 651 |
+
groups
|
| 652 |
+
}
|
| 653 |
+
|
| 654 |
+
fn template_key_for_filename(filename: &str) -> (String, Vec<String>, Vec<String>, Vec<Group>) {
|
| 655 |
+
let tokens = tokenize(filename);
|
| 656 |
+
let classes: Vec<String> = tokens.iter().map(|token| classify_token(token)).collect();
|
| 657 |
+
let groups = compact_token_groups(&tokens, &classes);
|
| 658 |
+
let key = groups
|
| 659 |
+
.iter()
|
| 660 |
+
.map(|group| group.class_name.as_str())
|
| 661 |
+
.collect::<Vec<_>>()
|
| 662 |
+
.join(" ");
|
| 663 |
+
(key, tokens, classes, groups)
|
| 664 |
+
}
|
| 665 |
+
|
| 666 |
+
fn suggested_roles(template: &str) -> Vec<String> {
|
| 667 |
+
let items: Vec<&str> = template.split_whitespace().collect();
|
| 668 |
+
let mut roles = vec!["O".to_string(); items.len()];
|
| 669 |
+
let mut segment_starts = vec![0usize];
|
| 670 |
+
for (index, item) in items.iter().enumerate() {
|
| 671 |
+
if *item == "PATH" {
|
| 672 |
+
segment_starts.push(index + 1);
|
| 673 |
+
}
|
| 674 |
+
}
|
| 675 |
+
for (index, item) in items.iter().enumerate() {
|
| 676 |
+
roles[index] = if item.contains("EPISODE_VERSION") {
|
| 677 |
+
"EPISODE_VERSION"
|
| 678 |
+
} else if item.contains("EPISODE_RANGE") {
|
| 679 |
+
"EPISODE_RANGE"
|
| 680 |
+
} else if item.contains("EPISODE") || *item == "SXE" {
|
| 681 |
+
"EPISODE"
|
| 682 |
+
} else if item.contains("RESOLUTION") {
|
| 683 |
+
"RESOLUTION"
|
| 684 |
+
} else if item.contains("HASH") {
|
| 685 |
+
"HASH"
|
| 686 |
+
} else if item.contains("LANG") || item.contains("MEDIA") {
|
| 687 |
+
"SOURCE"
|
| 688 |
+
} else if item.contains("SPECIAL") {
|
| 689 |
+
"SPECIAL"
|
| 690 |
+
} else if item.contains("SEASON") {
|
| 691 |
+
"SEASON"
|
| 692 |
+
} else if item.contains("VOLUME") {
|
| 693 |
+
"VOLUME"
|
| 694 |
+
} else {
|
| 695 |
+
"O"
|
| 696 |
+
}
|
| 697 |
+
.to_string();
|
| 698 |
+
}
|
| 699 |
+
for (offset, start) in segment_starts.iter().enumerate() {
|
| 700 |
+
let end = if offset + 1 < segment_starts.len() {
|
| 701 |
+
segment_starts[offset + 1] - 1
|
| 702 |
+
} else {
|
| 703 |
+
items.len()
|
| 704 |
+
};
|
| 705 |
+
if *start >= end {
|
| 706 |
+
continue;
|
| 707 |
+
}
|
| 708 |
+
let first_structural = (*start..end)
|
| 709 |
+
.find(|&index| {
|
| 710 |
+
items[index].contains("EPISODE")
|
| 711 |
+
|| matches!(items[index], "SXE" | "SPECIAL" | "SEASON")
|
| 712 |
+
})
|
| 713 |
+
.unwrap_or(end);
|
| 714 |
+
let bracket_text: Vec<usize> = (*start..first_structural)
|
| 715 |
+
.filter(|&index| items[index] == "BRACKET_TEXT" && roles[index] == "O")
|
| 716 |
+
.collect();
|
| 717 |
+
let text: Vec<usize> = (*start..first_structural)
|
| 718 |
+
.filter(|&index| items[index] == "TEXT" && roles[index] == "O")
|
| 719 |
+
.collect();
|
| 720 |
+
if bracket_text.len() >= 2 {
|
| 721 |
+
roles[bracket_text[0]] = "GROUP".to_string();
|
| 722 |
+
for index in bracket_text.iter().skip(1) {
|
| 723 |
+
roles[*index] = "TITLE".to_string();
|
| 724 |
+
}
|
| 725 |
+
} else if bracket_text.len() == 1 {
|
| 726 |
+
roles[bracket_text[0]] = if text.is_empty() { "TITLE" } else { "GROUP" }.to_string();
|
| 727 |
+
}
|
| 728 |
+
for index in text {
|
| 729 |
+
roles[index] = "TITLE".to_string();
|
| 730 |
+
}
|
| 731 |
+
if !roles[*start..end].iter().any(|role| role == "TITLE")
|
| 732 |
+
&& !items[*start..end].is_empty()
|
| 733 |
+
&& items[*start].contains("EPISODE")
|
| 734 |
+
{
|
| 735 |
+
let mut run = Vec::new();
|
| 736 |
+
for index in (*start + 1)..end {
|
| 737 |
+
if items[index] == "TEXT" && roles[index] == "O" {
|
| 738 |
+
run.push(index);
|
| 739 |
+
continue;
|
| 740 |
+
}
|
| 741 |
+
if items[index] == "SEP" {
|
| 742 |
+
continue;
|
| 743 |
+
}
|
| 744 |
+
if !run.is_empty() {
|
| 745 |
+
break;
|
| 746 |
+
}
|
| 747 |
+
}
|
| 748 |
+
if run.len() >= 2 {
|
| 749 |
+
for index in run {
|
| 750 |
+
roles[index] = "TITLE".to_string();
|
| 751 |
+
}
|
| 752 |
+
}
|
| 753 |
+
}
|
| 754 |
+
}
|
| 755 |
+
roles
|
| 756 |
+
}
|
| 757 |
+
|
| 758 |
+
fn filename_has_title(filename: &str) -> bool {
|
| 759 |
+
let (key, _, _, _) = template_key_for_filename(filename);
|
| 760 |
+
suggested_roles(&key).iter().any(|role| role == "TITLE")
|
| 761 |
+
}
|
| 762 |
+
|
| 763 |
+
fn training_filename_for(original: &str) -> (String, bool) {
|
| 764 |
+
let parts: Vec<&str> = original
|
| 765 |
+
.split(|ch| ch == '/' || ch == '\\')
|
| 766 |
+
.map(str::trim)
|
| 767 |
+
.filter(|part| !part.is_empty())
|
| 768 |
+
.collect();
|
| 769 |
+
if parts.len() >= 2 && filename_has_title(parts[parts.len() - 1]) {
|
| 770 |
+
(parts[1..].join("/"), true)
|
| 771 |
+
} else {
|
| 772 |
+
(original.to_string(), false)
|
| 773 |
+
}
|
| 774 |
+
}
|
| 775 |
+
|
| 776 |
+
fn has_encoding_noise(value: &str) -> bool {
|
| 777 |
+
if value.contains('\u{fffd}') {
|
| 778 |
+
return true;
|
| 779 |
+
}
|
| 780 |
+
let markers = [
|
| 781 |
+
"譁", "蜈", "螟", "蟄", "謇", "邱", "荳", "縺", "繧", "莨", "鬆", "髯",
|
| 782 |
+
];
|
| 783 |
+
let marker_hits = markers
|
| 784 |
+
.iter()
|
| 785 |
+
.map(|marker| value.matches(marker).count())
|
| 786 |
+
.sum::<usize>();
|
| 787 |
+
let halfwidth_hits = value
|
| 788 |
+
.chars()
|
| 789 |
+
.filter(|ch| ('\u{ff61}'..='\u{ff9f}').contains(ch))
|
| 790 |
+
.count();
|
| 791 |
+
marker_hits >= 2 || (marker_hits >= 1 && halfwidth_hits >= 1)
|
| 792 |
+
}
|
| 793 |
+
|
| 794 |
+
fn has_non_anime_noise(value: &str) -> bool {
|
| 795 |
+
let normalized = value.replace('\\', "/").trim().to_ascii_lowercase();
|
| 796 |
+
normalized == "mtv" || normalized.starts_with("mtv/") || normalized.contains("/mtv/")
|
| 797 |
+
}
|
| 798 |
+
|
| 799 |
+
fn normalized_path_segment(value: &str) -> String {
|
| 800 |
+
value
|
| 801 |
+
.split_whitespace()
|
| 802 |
+
.collect::<String>()
|
| 803 |
+
.to_ascii_lowercase()
|
| 804 |
+
}
|
| 805 |
+
|
| 806 |
+
fn path_segment_is_episodeish(value: &str) -> bool {
|
| 807 |
+
let (_, _, _, groups) = template_key_for_filename(value);
|
| 808 |
+
let structural: Vec<&String> = groups
|
| 809 |
+
.iter()
|
| 810 |
+
.map(|group| &group.class_name)
|
| 811 |
+
.filter(|item| item.as_str() != "SEP")
|
| 812 |
+
.collect();
|
| 813 |
+
!structural.is_empty()
|
| 814 |
+
&& structural
|
| 815 |
+
.iter()
|
| 816 |
+
.all(|item| item.starts_with("EPISODE") || item.as_str() == "SPECIAL")
|
| 817 |
+
}
|
| 818 |
+
|
| 819 |
+
fn has_abstract_path_noise(value: &str) -> bool {
|
| 820 |
+
let parts: Vec<&str> = value
|
| 821 |
+
.split(|ch| ch == '/' || ch == '\\')
|
| 822 |
+
.map(str::trim)
|
| 823 |
+
.filter(|part| !part.is_empty())
|
| 824 |
+
.collect();
|
| 825 |
+
if parts.len() < 3 {
|
| 826 |
+
return false;
|
| 827 |
+
}
|
| 828 |
+
if normalized_path_segment(parts[0]) == normalized_path_segment(parts[parts.len() - 1]) {
|
| 829 |
+
return true;
|
| 830 |
+
}
|
| 831 |
+
path_segment_is_episodeish(parts[0]) && path_segment_is_episodeish(parts[parts.len() - 1])
|
| 832 |
+
}
|
| 833 |
+
|
| 834 |
+
fn role_label(role: &str) -> String {
|
| 835 |
+
let entity = match role {
|
| 836 |
+
"GROUP" => Some("GROUP"),
|
| 837 |
+
"TITLE" => Some("TITLE"),
|
| 838 |
+
"EPISODE" | "EPISODE_VERSION" | "EPISODE_RANGE" => Some("EPISODE"),
|
| 839 |
+
"SEASON" => Some("SEASON"),
|
| 840 |
+
"SPECIAL" | "VOLUME" => Some("SPECIAL"),
|
| 841 |
+
"RESOLUTION" => Some("RESOLUTION"),
|
| 842 |
+
"SOURCE" | "HASH" => Some("SOURCE"),
|
| 843 |
+
_ => None,
|
| 844 |
+
};
|
| 845 |
+
entity.map_or_else(|| "O".to_string(), |entity| format!("B-{entity}"))
|
| 846 |
+
}
|
| 847 |
+
|
| 848 |
+
fn is_separator(piece: &str) -> bool {
|
| 849 |
+
piece.is_empty()
|
| 850 |
+
|| piece
|
| 851 |
+
.chars()
|
| 852 |
+
.all(|ch| ch.is_whitespace() || !ch.is_alphanumeric())
|
| 853 |
+
}
|
| 854 |
+
|
| 855 |
+
fn char_kind(ch: char) -> &'static str {
|
| 856 |
+
if ch.is_whitespace() || !ch.is_alphanumeric() {
|
| 857 |
+
"sep"
|
| 858 |
+
} else if ch.is_ascii_digit() {
|
| 859 |
+
"digit"
|
| 860 |
+
} else if ch.is_ascii_alphabetic() {
|
| 861 |
+
"alpha"
|
| 862 |
+
} else {
|
| 863 |
+
"text"
|
| 864 |
+
}
|
| 865 |
+
}
|
| 866 |
+
|
| 867 |
+
fn split_refined_token(token: &str) -> Vec<String> {
|
| 868 |
+
let whole_class = classify_atom(token);
|
| 869 |
+
let is_wrapped = {
|
| 870 |
+
let chars: Vec<char> = token.chars().collect();
|
| 871 |
+
chars.len() >= 2
|
| 872 |
+
&& ((chars[0] == '[' && chars[chars.len() - 1] == ']')
|
| 873 |
+
|| (chars[0] == '(' && chars[chars.len() - 1] == ')')
|
| 874 |
+
|| (chars[0] == '【' && chars[chars.len() - 1] == '】'))
|
| 875 |
+
};
|
| 876 |
+
if !is_wrapped
|
| 877 |
+
&& matches!(
|
| 878 |
+
whole_class.as_str(),
|
| 879 |
+
"RESOLUTION" | "MEDIA" | "LANG" | "HASH" | "SXE" | "EPISODE_VERSION"
|
| 880 |
+
)
|
| 881 |
+
&& token.chars().all(char::is_alphanumeric)
|
| 882 |
+
{
|
| 883 |
+
return vec![token.to_string()];
|
| 884 |
+
}
|
| 885 |
+
if !is_wrapped && whole_class == "EPISODE" && SIMPLE_EPISODE_RE.is_match(token) {
|
| 886 |
+
return vec![token.to_string()];
|
| 887 |
+
}
|
| 888 |
+
let mut pieces = Vec::new();
|
| 889 |
+
let mut current = String::new();
|
| 890 |
+
let mut current_kind: Option<&str> = None;
|
| 891 |
+
for ch in token.chars() {
|
| 892 |
+
let kind = char_kind(ch);
|
| 893 |
+
if kind == "sep" {
|
| 894 |
+
if !current.is_empty() {
|
| 895 |
+
pieces.push(std::mem::take(&mut current));
|
| 896 |
+
current_kind = None;
|
| 897 |
+
}
|
| 898 |
+
pieces.push(ch.to_string());
|
| 899 |
+
continue;
|
| 900 |
+
}
|
| 901 |
+
if !current.is_empty() && current_kind != Some(kind) {
|
| 902 |
+
pieces.push(std::mem::take(&mut current));
|
| 903 |
+
}
|
| 904 |
+
current.push(ch);
|
| 905 |
+
current_kind = Some(kind);
|
| 906 |
+
}
|
| 907 |
+
if !current.is_empty() {
|
| 908 |
+
pieces.push(current);
|
| 909 |
+
}
|
| 910 |
+
let mut merged = Vec::new();
|
| 911 |
+
let mut index = 0;
|
| 912 |
+
while index < pieces.len() {
|
| 913 |
+
if !is_separator(&pieces[index]) {
|
| 914 |
+
let mut end = index;
|
| 915 |
+
let mut combined = String::new();
|
| 916 |
+
while end < pieces.len() && !is_separator(&pieces[end]) {
|
| 917 |
+
combined.push_str(&pieces[end]);
|
| 918 |
+
end += 1;
|
| 919 |
+
}
|
| 920 |
+
if end > index + 1 && is_mergeable_refined_class(&classify_atom(&combined)) {
|
| 921 |
+
merged.push(combined);
|
| 922 |
+
index = end;
|
| 923 |
+
continue;
|
| 924 |
+
}
|
| 925 |
+
}
|
| 926 |
+
if index + 1 < pieces.len()
|
| 927 |
+
&& !is_separator(&pieces[index])
|
| 928 |
+
&& !is_separator(&pieces[index + 1])
|
| 929 |
+
{
|
| 930 |
+
let combined = format!("{}{}", pieces[index], pieces[index + 1]);
|
| 931 |
+
if is_mergeable_refined_class(&classify_atom(&combined)) {
|
| 932 |
+
merged.push(combined);
|
| 933 |
+
index += 2;
|
| 934 |
+
continue;
|
| 935 |
+
}
|
| 936 |
+
}
|
| 937 |
+
merged.push(pieces[index].clone());
|
| 938 |
+
index += 1;
|
| 939 |
+
}
|
| 940 |
+
merged
|
| 941 |
+
}
|
| 942 |
+
|
| 943 |
+
fn is_mergeable_refined_class(value: &str) -> bool {
|
| 944 |
+
matches!(
|
| 945 |
+
value,
|
| 946 |
+
"RESOLUTION" | "MEDIA" | "LANG" | "HASH" | "SXE" | "EPISODE_VERSION" | "SEASON"
|
| 947 |
+
)
|
| 948 |
+
}
|
| 949 |
+
|
| 950 |
+
fn label_for_refined_piece(piece: &str, role: &str, token_class: &str) -> String {
|
| 951 |
+
if is_separator(piece) {
|
| 952 |
+
return "O".to_string();
|
| 953 |
+
}
|
| 954 |
+
let atom_class = classify_atom(piece);
|
| 955 |
+
let upper = piece.to_ascii_uppercase();
|
| 956 |
+
if matches!(role, "EPISODE" | "EPISODE_VERSION" | "EPISODE_RANGE") {
|
| 957 |
+
if atom_class == "SEASON" {
|
| 958 |
+
return "B-SEASON".to_string();
|
| 959 |
+
}
|
| 960 |
+
if matches!(atom_class.as_str(), "EPISODE" | "EPISODE_VERSION" | "SXE")
|
| 961 |
+
|| piece.chars().all(|ch| ch.is_ascii_digit())
|
| 962 |
+
{
|
| 963 |
+
return "B-EPISODE".to_string();
|
| 964 |
+
}
|
| 965 |
+
if matches!(atom_class.as_str(), "SPECIAL" | "VOLUME")
|
| 966 |
+
|| matches!(
|
| 967 |
+
upper.as_str(),
|
| 968 |
+
"OVA" | "OAD" | "SP" | "PV" | "CM" | "OP" | "ED" | "NCOP" | "NCED"
|
| 969 |
+
)
|
| 970 |
+
{
|
| 971 |
+
return "B-SPECIAL".to_string();
|
| 972 |
+
}
|
| 973 |
+
return "O".to_string();
|
| 974 |
+
}
|
| 975 |
+
if role == "SOURCE" || matches!(token_class, "BRACKET_MEDIA_BLOCK" | "MEDIA_BLOCK") {
|
| 976 |
+
if atom_class == "RESOLUTION" {
|
| 977 |
+
return "B-RESOLUTION".to_string();
|
| 978 |
+
}
|
| 979 |
+
if matches!(atom_class.as_str(), "MEDIA" | "LANG" | "HASH") {
|
| 980 |
+
return "B-SOURCE".to_string();
|
| 981 |
+
}
|
| 982 |
+
if matches!(atom_class.as_str(), "SPECIAL" | "VOLUME") {
|
| 983 |
+
return "B-SPECIAL".to_string();
|
| 984 |
+
}
|
| 985 |
+
return if matches!(
|
| 986 |
+
upper.as_str(),
|
| 987 |
+
"END" | "FIN" | "COMPLETE" | "TV" | "全集" | "全"
|
| 988 |
+
) {
|
| 989 |
+
"O".to_string()
|
| 990 |
+
} else {
|
| 991 |
+
"B-SOURCE".to_string()
|
| 992 |
+
};
|
| 993 |
+
}
|
| 994 |
+
if role == "RESOLUTION" {
|
| 995 |
+
return if atom_class == "RESOLUTION" || piece.chars().all(|ch| ch.is_ascii_digit()) {
|
| 996 |
+
"B-RESOLUTION".to_string()
|
| 997 |
+
} else {
|
| 998 |
+
"O".to_string()
|
| 999 |
+
};
|
| 1000 |
+
}
|
| 1001 |
+
role_label(role)
|
| 1002 |
+
}
|
| 1003 |
+
|
| 1004 |
+
fn split_sxe_token(token: &str) -> Option<(Vec<String>, Vec<String>)> {
|
| 1005 |
+
let caps = SXE_VALUE_RE.captures(token)?;
|
| 1006 |
+
let mut pieces = vec![
|
| 1007 |
+
"S".to_string(),
|
| 1008 |
+
caps[1].to_string(),
|
| 1009 |
+
"E".to_string(),
|
| 1010 |
+
caps[2].to_string(),
|
| 1011 |
+
];
|
| 1012 |
+
let mut labels = vec![
|
| 1013 |
+
"O".to_string(),
|
| 1014 |
+
"B-SEASON".to_string(),
|
| 1015 |
+
"O".to_string(),
|
| 1016 |
+
"B-EPISODE".to_string(),
|
| 1017 |
+
];
|
| 1018 |
+
if let Some(version) = caps.get(3) {
|
| 1019 |
+
pieces.push("v".to_string());
|
| 1020 |
+
pieces.push(version.as_str().to_string());
|
| 1021 |
+
labels.push("O".to_string());
|
| 1022 |
+
labels.push("O".to_string());
|
| 1023 |
+
}
|
| 1024 |
+
Some((pieces, labels))
|
| 1025 |
+
}
|
| 1026 |
+
|
| 1027 |
+
fn split_season_token(token: &str) -> Option<(Vec<String>, Vec<String>)> {
|
| 1028 |
+
let caps = SEASON_VALUE_RE.captures(token)?;
|
| 1029 |
+
Some((
|
| 1030 |
+
vec!["S".to_string(), caps[1].to_string()],
|
| 1031 |
+
vec!["O".to_string(), "B-SEASON".to_string()],
|
| 1032 |
+
))
|
| 1033 |
+
}
|
| 1034 |
+
|
| 1035 |
+
fn group_text(tokens: &[String], group: &Group) -> String {
|
| 1036 |
+
strip_wrapper(
|
| 1037 |
+
&group
|
| 1038 |
+
.indices
|
| 1039 |
+
.iter()
|
| 1040 |
+
.map(|&index| tokens[index].as_str())
|
| 1041 |
+
.collect::<String>(),
|
| 1042 |
+
)
|
| 1043 |
+
}
|
| 1044 |
+
|
| 1045 |
+
fn is_special_title_phrase(text: &str) -> bool {
|
| 1046 |
+
let normalized = SPECIAL_SPACE_RE
|
| 1047 |
+
.replace_all(text, " ")
|
| 1048 |
+
.trim()
|
| 1049 |
+
.to_ascii_uppercase();
|
| 1050 |
+
matches!(
|
| 1051 |
+
normalized.as_str(),
|
| 1052 |
+
"CM" | "EVENT"
|
| 1053 |
+
| "EIZOU"
|
| 1054 |
+
| "LOGO"
|
| 1055 |
+
| "MENU"
|
| 1056 |
+
| "OMAKE"
|
| 1057 |
+
| "PREVIEW"
|
| 1058 |
+
| "PV"
|
| 1059 |
+
| "THEATER GREETING EVENT"
|
| 1060 |
+
| "TOKUTEN"
|
| 1061 |
+
| "TRAILER"
|
| 1062 |
+
| "WORLD PREMIERE"
|
| 1063 |
+
) || SPECIAL_TITLE_PHRASE_RE.is_match(text)
|
| 1064 |
+
}
|
| 1065 |
+
|
| 1066 |
+
fn adjust_contextual_roles(tokens: &[String], groups: &[Group], roles: &[String]) -> Vec<String> {
|
| 1067 |
+
let mut output = roles.to_vec();
|
| 1068 |
+
let ep_markers = ["EP", "E", "Episode", "ep", "episode"];
|
| 1069 |
+
let roman = ["I", "II", "III", "IV", "V", "VI", "VII", "VIII", "IX", "X"];
|
| 1070 |
+
if !output.iter().any(|role| role == "TITLE")
|
| 1071 |
+
&& roles
|
| 1072 |
+
.first()
|
| 1073 |
+
.is_some_and(|role| role.starts_with("EPISODE"))
|
| 1074 |
+
{
|
| 1075 |
+
let mut title_run = Vec::new();
|
| 1076 |
+
for index in 1..roles.len() {
|
| 1077 |
+
if groups[index].class_name == "TEXT" && output[index] == "O" {
|
| 1078 |
+
title_run.push(index);
|
| 1079 |
+
continue;
|
| 1080 |
+
}
|
| 1081 |
+
if groups[index].class_name == "SEP" {
|
| 1082 |
+
continue;
|
| 1083 |
+
}
|
| 1084 |
+
if !title_run.is_empty() {
|
| 1085 |
+
break;
|
| 1086 |
+
}
|
| 1087 |
+
}
|
| 1088 |
+
if title_run.len() >= 2 {
|
| 1089 |
+
for index in title_run {
|
| 1090 |
+
output[index] = "TITLE".to_string();
|
| 1091 |
+
}
|
| 1092 |
+
}
|
| 1093 |
+
}
|
| 1094 |
+
for index in 0..roles.len() {
|
| 1095 |
+
let text = group_text(tokens, &groups[index]);
|
| 1096 |
+
if roles[index].starts_with("EPISODE") && YEAR_RANGE_RE.is_match(&text) {
|
| 1097 |
+
output[index] = "O".to_string();
|
| 1098 |
+
continue;
|
| 1099 |
+
}
|
| 1100 |
+
if roles[index] == "TITLE" && is_special_title_phrase(&text) {
|
| 1101 |
+
output[index] = "SPECIAL".to_string();
|
| 1102 |
+
continue;
|
| 1103 |
+
}
|
| 1104 |
+
if roles[index] == "TITLE"
|
| 1105 |
+
&& matches!(text.to_ascii_lowercase().as_str(), "season" | "saison")
|
| 1106 |
+
&& index + 2 < roles.len()
|
| 1107 |
+
&& groups[index + 1].class_name == "SEP"
|
| 1108 |
+
&& roles[index + 2].starts_with("EPISODE")
|
| 1109 |
+
{
|
| 1110 |
+
output[index] = "O".to_string();
|
| 1111 |
+
output[index + 2] = "SEASON".to_string();
|
| 1112 |
+
continue;
|
| 1113 |
+
}
|
| 1114 |
+
if roles[index] == "TITLE" && roman.contains(&text.to_ascii_uppercase().as_str()) {
|
| 1115 |
+
let previous_title = output[..index].iter().any(|role| role == "TITLE");
|
| 1116 |
+
let next_structural = roles[index + 1..]
|
| 1117 |
+
.iter()
|
| 1118 |
+
.any(|role| role.starts_with("EPISODE") || role == "SPECIAL");
|
| 1119 |
+
if previous_title && next_structural {
|
| 1120 |
+
output[index] = "SEASON".to_string();
|
| 1121 |
+
continue;
|
| 1122 |
+
}
|
| 1123 |
+
}
|
| 1124 |
+
if roles[index].starts_with("EPISODE") && index + 4 < roles.len() {
|
| 1125 |
+
if groups[index + 1].class_name == "SEP"
|
| 1126 |
+
&& ep_markers.contains(&group_text(tokens, &groups[index + 2]).as_str())
|
| 1127 |
+
&& groups[index + 3].class_name == "SEP"
|
| 1128 |
+
&& roles[index + 4].starts_with("EPISODE")
|
| 1129 |
+
{
|
| 1130 |
+
output[index] = "TITLE".to_string();
|
| 1131 |
+
output[index + 2] = "O".to_string();
|
| 1132 |
+
}
|
| 1133 |
+
}
|
| 1134 |
+
}
|
| 1135 |
+
output
|
| 1136 |
+
}
|
| 1137 |
+
|
| 1138 |
+
fn title_candidates(groups: &[Group], roles: &[String]) -> Vec<(usize, usize)> {
|
| 1139 |
+
let mut candidates = Vec::new();
|
| 1140 |
+
let mut index = 0;
|
| 1141 |
+
while index < roles.len() {
|
| 1142 |
+
if roles[index] != "TITLE" {
|
| 1143 |
+
index += 1;
|
| 1144 |
+
continue;
|
| 1145 |
+
}
|
| 1146 |
+
if groups[index].class_name == "BRACKET_TEXT" {
|
| 1147 |
+
candidates.push((index, index + 1));
|
| 1148 |
+
index += 1;
|
| 1149 |
+
continue;
|
| 1150 |
+
}
|
| 1151 |
+
let start = index;
|
| 1152 |
+
index += 1;
|
| 1153 |
+
while index + 1 < roles.len()
|
| 1154 |
+
&& roles[index] == "O"
|
| 1155 |
+
&& groups[index].class_name == "SEP"
|
| 1156 |
+
&& roles[index + 1] == "TITLE"
|
| 1157 |
+
{
|
| 1158 |
+
index += 2;
|
| 1159 |
+
}
|
| 1160 |
+
candidates.push((start, index));
|
| 1161 |
+
}
|
| 1162 |
+
candidates
|
| 1163 |
+
}
|
| 1164 |
+
|
| 1165 |
+
fn enforce_single_title_candidate(
|
| 1166 |
+
groups: &[Group],
|
| 1167 |
+
roles: &[String],
|
| 1168 |
+
) -> (Vec<String>, Vec<String>) {
|
| 1169 |
+
let candidates = title_candidates(groups, roles);
|
| 1170 |
+
if candidates.len() <= 1 {
|
| 1171 |
+
return (roles.to_vec(), Vec::new());
|
| 1172 |
+
}
|
| 1173 |
+
let first_anchor = roles
|
| 1174 |
+
.iter()
|
| 1175 |
+
.position(|role| {
|
| 1176 |
+
role.starts_with("EPISODE")
|
| 1177 |
+
|| matches!(
|
| 1178 |
+
role.as_str(),
|
| 1179 |
+
"SEASON" | "SPECIAL" | "SOURCE" | "RESOLUTION"
|
| 1180 |
+
)
|
| 1181 |
+
})
|
| 1182 |
+
.unwrap_or(roles.len());
|
| 1183 |
+
let before_anchor: Vec<(usize, usize)> = candidates
|
| 1184 |
+
.iter()
|
| 1185 |
+
.copied()
|
| 1186 |
+
.filter(|(_, end)| *end <= first_anchor)
|
| 1187 |
+
.collect();
|
| 1188 |
+
let selected = (if before_anchor.is_empty() {
|
| 1189 |
+
&candidates
|
| 1190 |
+
} else {
|
| 1191 |
+
&before_anchor
|
| 1192 |
+
})
|
| 1193 |
+
.iter()
|
| 1194 |
+
.max_by_key(|(start, end)| (*end, end - start))
|
| 1195 |
+
.copied()
|
| 1196 |
+
.unwrap();
|
| 1197 |
+
let mut output = roles.to_vec();
|
| 1198 |
+
let mut dropped = Vec::new();
|
| 1199 |
+
for (start, end) in candidates {
|
| 1200 |
+
if (start, end) == selected {
|
| 1201 |
+
continue;
|
| 1202 |
+
}
|
| 1203 |
+
for index in start..end {
|
| 1204 |
+
if output[index] == "TITLE" {
|
| 1205 |
+
output[index] = "O".to_string();
|
| 1206 |
+
dropped.push(index.to_string());
|
| 1207 |
+
}
|
| 1208 |
+
}
|
| 1209 |
+
}
|
| 1210 |
+
(output, dropped)
|
| 1211 |
+
}
|
| 1212 |
+
|
| 1213 |
+
fn normalize_generated_tokens(tokens: &[String], labels: &[String]) -> (Vec<String>, Vec<String>) {
|
| 1214 |
+
let mut output_tokens = Vec::new();
|
| 1215 |
+
let mut output_labels = Vec::new();
|
| 1216 |
+
for (token, label) in tokens.iter().zip(labels.iter()) {
|
| 1217 |
+
for piece in split_generated_token(token) {
|
| 1218 |
+
output_labels.push(if label == "O" || is_standalone_separator(&piece) {
|
| 1219 |
+
"O".to_string()
|
| 1220 |
+
} else {
|
| 1221 |
+
label.clone()
|
| 1222 |
+
});
|
| 1223 |
+
output_tokens.push(piece);
|
| 1224 |
+
}
|
| 1225 |
+
}
|
| 1226 |
+
(output_tokens, output_labels)
|
| 1227 |
+
}
|
| 1228 |
+
|
| 1229 |
+
fn normalize_title_token(token: &str) -> (Vec<String>, Vec<String>) {
|
| 1230 |
+
let pieces = split_generated_token(token);
|
| 1231 |
+
let labels = pieces
|
| 1232 |
+
.iter()
|
| 1233 |
+
.map(|piece| {
|
| 1234 |
+
if is_standalone_separator(piece) {
|
| 1235 |
+
"O".to_string()
|
| 1236 |
+
} else if CJK_SEASON_TOKEN_RE.is_match(piece) {
|
| 1237 |
+
"B-SEASON".to_string()
|
| 1238 |
+
} else {
|
| 1239 |
+
"B-TITLE".to_string()
|
| 1240 |
+
}
|
| 1241 |
+
})
|
| 1242 |
+
.collect();
|
| 1243 |
+
(pieces, labels)
|
| 1244 |
+
}
|
| 1245 |
+
|
| 1246 |
+
fn split_generated_token(token: &str) -> Vec<String> {
|
| 1247 |
+
let mut pieces = Vec::new();
|
| 1248 |
+
let mut current = String::new();
|
| 1249 |
+
for ch in token.chars() {
|
| 1250 |
+
if ch.is_whitespace() || !ch.is_alphanumeric() {
|
| 1251 |
+
if !current.is_empty() {
|
| 1252 |
+
pieces.push(std::mem::take(&mut current));
|
| 1253 |
+
}
|
| 1254 |
+
pieces.push(ch.to_string());
|
| 1255 |
+
} else {
|
| 1256 |
+
current.push(ch);
|
| 1257 |
+
}
|
| 1258 |
+
}
|
| 1259 |
+
if !current.is_empty() {
|
| 1260 |
+
pieces.push(current);
|
| 1261 |
+
}
|
| 1262 |
+
pieces
|
| 1263 |
+
}
|
| 1264 |
+
|
| 1265 |
+
fn is_standalone_separator(token: &str) -> bool {
|
| 1266 |
+
token.chars().count() == 1
|
| 1267 |
+
&& token
|
| 1268 |
+
.chars()
|
| 1269 |
+
.next()
|
| 1270 |
+
.is_some_and(|ch| ch.is_whitespace() || !ch.is_alphanumeric())
|
| 1271 |
+
}
|
| 1272 |
+
|
| 1273 |
+
fn project_refined_tokens(
|
| 1274 |
+
tokens: &[String],
|
| 1275 |
+
groups: &[Group],
|
| 1276 |
+
roles: &[String],
|
| 1277 |
+
) -> (Vec<String>, Vec<String>) {
|
| 1278 |
+
let mut output_tokens = Vec::new();
|
| 1279 |
+
let mut output_labels = Vec::new();
|
| 1280 |
+
for (group_index, group) in groups.iter().enumerate() {
|
| 1281 |
+
let mut role = roles.get(group_index).map(String::as_str).unwrap_or("O");
|
| 1282 |
+
if matches!(group.class_name.as_str(), "SEP" | "PATH" | "EMPTY") {
|
| 1283 |
+
role = "O";
|
| 1284 |
+
}
|
| 1285 |
+
for &index in &group.indices {
|
| 1286 |
+
let token = &tokens[index];
|
| 1287 |
+
if matches!(
|
| 1288 |
+
role,
|
| 1289 |
+
"EPISODE"
|
| 1290 |
+
| "EPISODE_VERSION"
|
| 1291 |
+
| "EPISODE_RANGE"
|
| 1292 |
+
| "SOURCE"
|
| 1293 |
+
| "RESOLUTION"
|
| 1294 |
+
| "SEASON"
|
| 1295 |
+
) {
|
| 1296 |
+
if role == "SEASON" {
|
| 1297 |
+
if let Some((pieces, labels)) = split_season_token(token) {
|
| 1298 |
+
output_tokens.extend(pieces);
|
| 1299 |
+
output_labels.extend(labels);
|
| 1300 |
+
continue;
|
| 1301 |
+
}
|
| 1302 |
+
}
|
| 1303 |
+
if matches!(role, "EPISODE" | "EPISODE_VERSION" | "EPISODE_RANGE") {
|
| 1304 |
+
if let Some((pieces, labels)) = split_sxe_token(token) {
|
| 1305 |
+
output_tokens.extend(pieces);
|
| 1306 |
+
output_labels.extend(labels);
|
| 1307 |
+
continue;
|
| 1308 |
+
}
|
| 1309 |
+
}
|
| 1310 |
+
for piece in split_refined_token(token) {
|
| 1311 |
+
if matches!(role, "EPISODE" | "EPISODE_VERSION" | "EPISODE_RANGE") {
|
| 1312 |
+
if let Some((pieces, labels)) = split_season_token(&piece) {
|
| 1313 |
+
output_tokens.extend(pieces);
|
| 1314 |
+
output_labels.extend(labels);
|
| 1315 |
+
continue;
|
| 1316 |
+
}
|
| 1317 |
+
}
|
| 1318 |
+
output_labels.push(label_for_refined_piece(&piece, role, &group.class_name));
|
| 1319 |
+
output_tokens.push(piece);
|
| 1320 |
+
}
|
| 1321 |
+
} else {
|
| 1322 |
+
if role == "TITLE" && matches!(token.as_str(), "第" | "話" | "话" | "回" | "集")
|
| 1323 |
+
{
|
| 1324 |
+
output_tokens.push(token.clone());
|
| 1325 |
+
output_labels.push("O".to_string());
|
| 1326 |
+
continue;
|
| 1327 |
+
}
|
| 1328 |
+
if role == "TITLE" && token.ends_with('第') && token.chars().count() > 1 {
|
| 1329 |
+
let trimmed = token.trim_end_matches('第').to_string();
|
| 1330 |
+
let (pieces, labels) = normalize_generated_tokens(
|
| 1331 |
+
&[trimmed, "第".to_string()],
|
| 1332 |
+
&["B-TITLE".to_string(), "O".to_string()],
|
| 1333 |
+
);
|
| 1334 |
+
output_tokens.extend(pieces);
|
| 1335 |
+
output_labels.extend(labels);
|
| 1336 |
+
continue;
|
| 1337 |
+
}
|
| 1338 |
+
if role == "TITLE" {
|
| 1339 |
+
let (pieces, labels) = normalize_title_token(token);
|
| 1340 |
+
output_tokens.extend(pieces);
|
| 1341 |
+
output_labels.extend(labels);
|
| 1342 |
+
continue;
|
| 1343 |
+
}
|
| 1344 |
+
let (pieces, labels) =
|
| 1345 |
+
normalize_generated_tokens(&[token.clone()], &[role_label(role)]);
|
| 1346 |
+
output_tokens.extend(pieces);
|
| 1347 |
+
output_labels.extend(labels);
|
| 1348 |
+
}
|
| 1349 |
+
}
|
| 1350 |
+
}
|
| 1351 |
+
(output_tokens, output_labels)
|
| 1352 |
+
}
|
| 1353 |
+
|
| 1354 |
+
fn smooth_title_spans(tokens: &[String], labels: &[String]) -> Vec<String> {
|
| 1355 |
+
let joiners = [" ", ".", "-", "_", "·", "・", "×", "/", "/", "'", "’", ":"];
|
| 1356 |
+
let entity_joiners = [
|
| 1357 |
+
" ", ".", "-", "_", "·", "・", "×", "/", "/", "'", "’", ":", "&",
|
| 1358 |
+
];
|
| 1359 |
+
let mut output = labels.to_vec();
|
| 1360 |
+
for (index, (token, label)) in tokens.iter().zip(labels.iter()).enumerate() {
|
| 1361 |
+
if label != "O" || !entity_joiners.contains(&token.as_str()) {
|
| 1362 |
+
continue;
|
| 1363 |
+
}
|
| 1364 |
+
let mut left = index as isize - 1;
|
| 1365 |
+
while left >= 0
|
| 1366 |
+
&& joiners.contains(&tokens[left as usize].as_str())
|
| 1367 |
+
&& labels[left as usize] == "O"
|
| 1368 |
+
{
|
| 1369 |
+
left -= 1;
|
| 1370 |
+
}
|
| 1371 |
+
let mut right = index + 1;
|
| 1372 |
+
while right < tokens.len()
|
| 1373 |
+
&& joiners.contains(&tokens[right].as_str())
|
| 1374 |
+
&& labels[right] == "O"
|
| 1375 |
+
{
|
| 1376 |
+
right += 1;
|
| 1377 |
+
}
|
| 1378 |
+
if left >= 0 && right < tokens.len() {
|
| 1379 |
+
let left_label = &output[left as usize];
|
| 1380 |
+
let right_label = &labels[right];
|
| 1381 |
+
if left_label == right_label && matches!(left_label.as_str(), "B-TITLE" | "B-GROUP") {
|
| 1382 |
+
output[index] = left_label.clone();
|
| 1383 |
+
}
|
| 1384 |
+
}
|
| 1385 |
+
}
|
| 1386 |
+
output
|
| 1387 |
+
}
|
| 1388 |
+
|
| 1389 |
+
fn dmhy_record(filename: &str, template_id: &str, roles: &[String]) -> Option<Record> {
|
| 1390 |
+
let (key, tokens, _classes, groups) = template_key_for_filename(filename);
|
| 1391 |
+
if groups.len() != roles.len() {
|
| 1392 |
+
return None;
|
| 1393 |
+
}
|
| 1394 |
+
let roles = adjust_contextual_roles(&tokens, &groups, roles);
|
| 1395 |
+
let (roles, dropped) = enforce_single_title_candidate(&groups, &roles);
|
| 1396 |
+
let (tokens, labels) = project_refined_tokens(&tokens, &groups, &roles);
|
| 1397 |
+
let labels = smooth_title_spans(&tokens, &labels);
|
| 1398 |
+
if tokens.len() != labels.len() {
|
| 1399 |
+
return None;
|
| 1400 |
+
}
|
| 1401 |
+
Some(Record {
|
| 1402 |
+
filename: filename.to_string(),
|
| 1403 |
+
tokens,
|
| 1404 |
+
labels,
|
| 1405 |
+
template_id: template_id.to_string(),
|
| 1406 |
+
template: key,
|
| 1407 |
+
source_filename: None,
|
| 1408 |
+
path_trimmed: None,
|
| 1409 |
+
dropped_title_candidate_positions: if dropped.is_empty() {
|
| 1410 |
+
None
|
| 1411 |
+
} else {
|
| 1412 |
+
Some(dropped)
|
| 1413 |
+
},
|
| 1414 |
+
})
|
| 1415 |
+
}
|
| 1416 |
+
|
| 1417 |
+
#[cfg(test)]
|
| 1418 |
+
mod tests {
|
| 1419 |
+
use super::*;
|
| 1420 |
+
|
| 1421 |
+
fn labels_for(filename: &str) -> Vec<(String, String)> {
|
| 1422 |
+
let (key, _, _, _) = template_key_for_filename(filename);
|
| 1423 |
+
let roles = suggested_roles(&key);
|
| 1424 |
+
let record = dmhy_record(filename, "tpl_test", &roles).unwrap();
|
| 1425 |
+
record.tokens.into_iter().zip(record.labels).collect()
|
| 1426 |
+
}
|
| 1427 |
+
|
| 1428 |
+
#[test]
|
| 1429 |
+
fn required_regressions() {
|
| 1430 |
+
let title_91 = labels_for("Title 91 EP 01 [1080p]");
|
| 1431 |
+
assert!(title_91.contains(&("91".to_string(), "B-TITLE".to_string())));
|
| 1432 |
+
assert!(title_91.contains(&("EP".to_string(), "O".to_string())));
|
| 1433 |
+
assert!(title_91.contains(&("01".to_string(), "B-EPISODE".to_string())));
|
| 1434 |
+
|
| 1435 |
+
let event = labels_for("[HYSUB]Dragon Ball Super Broly[Theater Greeting Event][1080P]");
|
| 1436 |
+
assert!(event.contains(&("Theater".to_string(), "B-SPECIAL".to_string())));
|
| 1437 |
+
assert!(!event.contains(&("Theater".to_string(), "B-TITLE".to_string())));
|
| 1438 |
+
|
| 1439 |
+
let roman = labels_for("Chibi Maruko-chan I 001");
|
| 1440 |
+
assert!(roman.contains(&("I".to_string(), "B-SEASON".to_string())));
|
| 1441 |
+
assert!(roman.contains(&("001".to_string(), "B-EPISODE".to_string())));
|
| 1442 |
+
|
| 1443 |
+
let dxd = labels_for("High School D×D");
|
| 1444 |
+
assert!(dxd.contains(&("×".to_string(), "B-TITLE".to_string())));
|
| 1445 |
+
|
| 1446 |
+
let sxe = labels_for("S01E02");
|
| 1447 |
+
assert_eq!(
|
| 1448 |
+
sxe,
|
| 1449 |
+
vec![
|
| 1450 |
+
("S".to_string(), "O".to_string()),
|
| 1451 |
+
("01".to_string(), "B-SEASON".to_string()),
|
| 1452 |
+
("E".to_string(), "O".to_string()),
|
| 1453 |
+
("02".to_string(), "B-EPISODE".to_string())
|
| 1454 |
+
]
|
| 1455 |
+
);
|
| 1456 |
+
|
| 1457 |
+
let sky = labels_for("[Skytree][海贼王][One_Piece][918][GB_JP][1080P]");
|
| 1458 |
+
assert!(sky.contains(&("One".to_string(), "B-TITLE".to_string())));
|
| 1459 |
+
assert!(!sky.contains(&("海贼王".to_string(), "B-TITLE".to_string())));
|
| 1460 |
+
assert!(sky.contains(&("918".to_string(), "B-EPISODE".to_string())));
|
| 1461 |
+
}
|
| 1462 |
+
|
| 1463 |
+
#[test]
|
| 1464 |
+
fn updated_python_alignment_regressions() {
|
| 1465 |
+
let original = "The New Woody Woodpecker Show (Season 1-4) (1999-2002) WEB-DL 720p [Hurtom]/Season 4/E07 - The New Woody Woodpecker Show (Season 1-4) (1999-2002) WEB-DL 720p";
|
| 1466 |
+
let (trimmed, was_trimmed) = training_filename_for(original);
|
| 1467 |
+
assert!(was_trimmed);
|
| 1468 |
+
assert_eq!(
|
| 1469 |
+
trimmed,
|
| 1470 |
+
"Season 4/E07 - The New Woody Woodpecker Show (Season 1-4) (1999-2002) WEB-DL 720p"
|
| 1471 |
+
);
|
| 1472 |
+
let woody = labels_for(&trimmed);
|
| 1473 |
+
assert!(woody.contains(&("4".to_string(), "B-SEASON".to_string())));
|
| 1474 |
+
assert!(woody.contains(&("E07".to_string(), "B-EPISODE".to_string())));
|
| 1475 |
+
assert!(woody.contains(&("The".to_string(), "B-TITLE".to_string())));
|
| 1476 |
+
assert!(woody.contains(&("Show".to_string(), "B-TITLE".to_string())));
|
| 1477 |
+
assert!(!woody.contains(&("1999".to_string(), "B-EPISODE".to_string())));
|
| 1478 |
+
|
| 1479 |
+
let group = labels_for("[DBD-Raws][Title][01][1080P]");
|
| 1480 |
+
assert!(group.contains(&("-".to_string(), "B-GROUP".to_string())));
|
| 1481 |
+
let amp_group = labels_for("[SumiSora&CASO][Title][01][1080P]");
|
| 1482 |
+
assert!(amp_group.contains(&("&".to_string(), "B-GROUP".to_string())));
|
| 1483 |
+
|
| 1484 |
+
let cjk_season =
|
| 1485 |
+
labels_for("[DBD-Raws][魔道祖师 第一季][08][1080P][BDRip][HEVC-10bit][FLAC]");
|
| 1486 |
+
assert!(cjk_season.contains(&("魔道祖师".to_string(), "B-TITLE".to_string())));
|
| 1487 |
+
assert!(cjk_season.contains(&("第一季".to_string(), "B-SEASON".to_string())));
|
| 1488 |
+
assert!(!cjk_season.contains(&("第一季".to_string(), "B-TITLE".to_string())));
|
| 1489 |
+
}
|
| 1490 |
+
}
|