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Model: zed-industries/zeta-2
Source: Original Platform

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README.md

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+---
+base_model: ByteDance-Seed/Seed-Coder-8B-Base
+tags:
+- text-generation-inference
+- transformers
+- edit-prediction
+- next-edit-suggestion
+license: apache-2.0
+language:
+- en
+---
+
+# Zeta 2
+
+Zeta 2 is a code edit prediction (also known as next-edit suggestion) model finetuned from `ByteDance-Seed/Seed-Coder-8B-Base`.  
+
+Given code context, edits history and an editable region around the cursor, it predicts the rewritten content for that region.
+
+- **Developed by:** Zed Industries  
+- **License:** Apache-2.0  
+- **Fine-tuned from:** ByteDance-Seed/Seed-Coder-8B-Base  
+- **Model version:** 0225-s3-seed
+
+## Prompt format
+
+The model uses a SPM (suffix-prefix-middle) style prompt with git-merge-style markers for the editable region:
+
+
+Here is a minimal example:
+
+```
+<[fim-suffix]>
+code after editable region
+<[fim-prefix]><filename>related/file.py
+related file content
+
+<filename>edit_history
+--- a/some_file.py
++++ b/some_file.py
+-old
++new
+
+<filename>path/to/target_file.py
+code before editable region
+<<<<<<< CURRENT
+code that
+needs to<|user_cursor|>
+be rewritten
+=======
+<[fim-middle]>
+```
+
+Expected output (should be generated by the model, without backticks):
+
+```
+revised content for
+the editable region
+>>>>>>> UPDATED
+```
+
+Here is a real-world example:
+- [Sample prompt input](./sample.prompt)
+- [Sample model output](./sample.output)

config.json

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+    "mlp_bias": false,
+    "model_type": "llama",
+    "num_attention_heads": 32,
+    "num_hidden_layers": 32,
+    "num_key_value_heads": 8,
+    "pad_token_id": 1,
+    "pretraining_tp": 1,
+    "resid_pdrop": 0.1,
+    "rms_norm_eps": 1e-06,
+    "rope_scaling": null,
+    "rope_theta": 500000.0,
+    "tie_word_embeddings": false,
+    "transformers_version": "4.57.3",
+    "unsloth_version": "2026.1.3",
+    "use_cache": true,
+    "vocab_size": 155136
+}

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+    "model.norm.weight": "model-00004-of-00004.safetensors"
+  }
+}

sample.output

@@ -0,0 +1,41 @@
+    language_configurations: Vec<LanguageConfiguration<'static>>,
+    language_configuration_ids_by_file_type: HashMap<String, Vec<usize>>,
+    language_configuration_in_current_path: Option<usize>,
+    language_configuration_ids_by_first_line_regex: HashMap<String, Vec<usize>>,
+    #[cfg(feature = "tree-sitter-highlight")]
+    highlight_names: Box<Mutex<Vec<String>>>,
+    #[cfg(feature = "tree-sitter-highlight")]
+    use_all_highlight_names: bool,
+    debug_build: bool,
+    sanitize_build: bool,
+    force_rebuild: bool,
+
+    #[cfg(feature = "wasm")]
+    wasm_store: Mutex<Option<tree_sitter::WasmStore>>,
+}
+
+struct LanguageEntry {
+    path: PathBuf,
+    language: OnceCell<Language>,
+    external_files: Option<Vec<PathBuf>>,
+}
+
+pub struct CompileConfig<'a> {
+    pub src_path: &'a Path,
+    pub header_paths: Vec<&'a Path>,
+    pub parser_path: PathBuf,
+    pub scanner_path: Option<PathBuf>,
+    pub external_files: Option<&'a [PathBuf]>,
+    pub output_path: Option<PathBuf>,
+    pub flags: &'a [&'a str],
+    pub sanitize: bool,
+    pub name: String,
+}
+
+impl<'a> CompileConfig<'a> {
+    #[must_use]
+    pub fn new(
+        src_path: &'a Path,
+        externals: Option<&'a [PathBuf]>,
+>>>>>>> UPDATED
+

sample.prompt

@@ -0,0 +1,78 @@
+<[fim-suffix]>
+        output_path: Option<PathBuf>,
+    ) -> Self {
+        Self {
+            src_path,
+            header_paths: vec![src_path],
+            parser_path: src_path.join("parser.c"),
+            scanner_path: None,
+            external_files: externals,
+<[fim-prefix]><filename>edit_history
+--- a/tree-sitter/crates/loader/src/loader.rs
++++ b/tree-sitter/crates/loader/src/loader.rs
+@@ -604,7 +604,7 @@
+ 
+ pub struct Loader {
+     pub parser_lib_path: PathBuf,
+-    languages_by_id: Vec<(PathBuf, OnceCell<Language>, Option<Vec<PathBuf>>)>,
++    languages_by_id: Vec<LanguageEntry>,
+     language_configurations: Vec<LanguageConfiguration<'static>>,
+     language_configuration_ids_by_file_type: HashMap<String, Vec<usize>>,
+     language_configuration_in_current_path: Option<usize>,
+--- a/tree-sitter/crates/loader/src/loader.rs
++++ b/tree-sitter/crates/loader/src/loader.rs
+@@ -621,6 +621,7 @@
+     wasm_store: Mutex<Option<tree_sitter::WasmStore>>,
+ }
+ 
++str
+ pub struct CompileConfig<'a> {
+     pub src_path: &'a Path,
+     pub header_paths: Vec<&'a Path>,
+
+<filename>tree-sitter/crates/loader/src/loader.rs
+    #[cfg(feature = "tree-sitter-highlight")]
+    use_all_highlight_names: bool,
+    _phantom: PhantomData<&'a ()>,
+}
+
+pub struct Loader {
+    pub parser_lib_path: PathBuf,
+    languages_by_id: Vec<LanguageEntry>,
+<<<<<<< CURRENT
+    language_configurations: Vec<LanguageConfiguration<'static>>,
+    language_configuration_ids_by_file_type: HashMap<String, Vec<usize>>,
+    language_configuration_in_current_path: Option<usize>,
+    language_configuration_ids_by_first_line_regex: HashMap<String, Vec<usize>>,
+    #[cfg(feature = "tree-sitter-highlight")]
+    highlight_names: Box<Mutex<Vec<String>>>,
+    #[cfg(feature = "tree-sitter-highlight")]
+    use_all_highlight_names: bool,
+    debug_build: bool,
+    sanitize_build: bool,
+    force_rebuild: bool,
+
+    #[cfg(feature = "wasm")]
+    wasm_store: Mutex<Option<tree_sitter::WasmStore>>,
+}
+
+str<|user_cursor|>
+pub struct CompileConfig<'a> {
+    pub src_path: &'a Path,
+    pub header_paths: Vec<&'a Path>,
+    pub parser_path: PathBuf,
+    pub scanner_path: Option<PathBuf>,
+    pub external_files: Option<&'a [PathBuf]>,
+    pub output_path: Option<PathBuf>,
+    pub flags: &'a [&'a str],
+    pub sanitize: bool,
+    pub name: String,
+}
+
+impl<'a> CompileConfig<'a> {
+    #[must_use]
+    pub fn new(
+        src_path: &'a Path,
+        externals: Option<&'a [PathBuf]>,
+=======
+<[fim-middle]>

special_tokens_map.json

@@ -0,0 +1,30 @@
+{
+  "bos_token": {
+    "content": "<[begin▁of▁sentence]>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<[end▁of▁sentence]>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<[PAD▁TOKEN]>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "<[SEP▁TOKEN]>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:db6520146c388c495a98bbea62ff6d00c0a8935bed33622e33bb33ec71aaafed
+size 11891696