278 lines
7.3 KiB
Rust
278 lines
7.3 KiB
Rust
//! `HuggingFace` Hub integration for model downloading
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use crate::error::{CandleError, Result};
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use serde::{Deserialize, Serialize};
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use std::path::{Path, PathBuf};
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use tracing::{debug, info};
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/// Configuration for `HuggingFace` Hub access
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#[derive(Debug, Clone, Serialize, Deserialize)]
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pub struct HubConfig {
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/// `HuggingFace` API token (optional, for private models)
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pub token: Option<String>,
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/// Cache directory for downloaded models
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pub cache_dir: PathBuf,
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/// Revision/branch to download (default: "main")
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pub revision: String,
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/// Prefer safetensors format
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pub prefer_safetensors: bool,
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}
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impl Default for HubConfig {
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fn default() -> Self {
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let cache_dir = dirs::cache_dir()
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.unwrap_or_else(|| PathBuf::from("."))
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.join("rtx-candle")
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.join("models");
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Self {
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token: std::env::var("HF_TOKEN").ok(),
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cache_dir,
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revision: "main".to_string(),
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prefer_safetensors: true,
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}
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}
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}
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impl HubConfig {
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/// Set the API token
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pub fn with_token(mut self, token: impl Into<String>) -> Self {
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self.token = Some(token.into());
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self
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}
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/// Set the cache directory
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pub fn with_cache_dir(mut self, dir: impl Into<PathBuf>) -> Self {
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self.cache_dir = dir.into();
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self
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}
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/// Set the revision
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pub fn with_revision(mut self, revision: impl Into<String>) -> Self {
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self.revision = revision.into();
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self
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}
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}
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/// Model file information
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#[derive(Debug, Clone)]
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pub struct ModelFile {
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/// File name
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pub name: String,
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/// File size in bytes
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pub size: u64,
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/// File type
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pub file_type: ModelFileType,
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}
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/// Type of model file
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#[derive(Debug, Clone, Copy, PartialEq, Eq)]
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pub enum ModelFileType {
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/// `SafeTensors` weights
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SafeTensors,
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/// `PyTorch` weights
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PyTorch,
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/// GGUF quantized weights
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Gguf,
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/// Tokenizer config
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TokenizerConfig,
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/// Model config
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ModelConfig,
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/// Other file
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Other,
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}
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impl ModelFileType {
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/// Detect file type from name
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pub fn from_filename(name: &str) -> Self {
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if name.ends_with(".safetensors") {
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Self::SafeTensors
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} else if name.ends_with(".bin") || name.ends_with(".pt") || name.ends_with(".pth") {
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Self::PyTorch
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} else if name.ends_with(".gguf") {
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Self::Gguf
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} else if name.contains("tokenizer") && name.ends_with(".json") {
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Self::TokenizerConfig
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} else if name == "config.json" {
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Self::ModelConfig
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} else {
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Self::Other
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}
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}
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}
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/// Download a model from `HuggingFace` Hub
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///
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/// Returns the path to the downloaded model directory.
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pub fn download_model(model_id: &str, config: &HubConfig) -> Result<PathBuf> {
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info!("Downloading model from HuggingFace Hub: {}", model_id);
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// Sanitize model ID for directory name
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let model_dir_name = model_id.replace('/', "--");
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let model_dir = config
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.cache_dir
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.join(&model_dir_name)
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.join(&config.revision);
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// Check if already cached
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if model_dir.exists() {
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debug!("Model already cached at: {}", model_dir.display());
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return Ok(model_dir);
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}
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// Create cache directory
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std::fs::create_dir_all(&model_dir)?;
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// In a real implementation, this would:
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// 1. Query HuggingFace API for model files
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// 2. Download weight files (preferring safetensors)
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// 3. Download config.json and tokenizer files
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// 4. Cache everything locally
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// For now, return placeholder path
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// Real implementation would use hf-hub crate or direct API calls
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info!("Model would be downloaded to: {}", model_dir.display());
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// Placeholder: create marker file
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let marker = model_dir.join(".downloading");
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std::fs::write(&marker, model_id)?;
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Err(CandleError::hub(format!(
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"Hub download not implemented. Would download {} to {}",
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model_id,
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model_dir.display()
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)))
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}
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/// Get the path to a cached model
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pub fn get_cached_model(model_id: &str, config: &HubConfig) -> Option<PathBuf> {
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let model_dir_name = model_id.replace('/', "--");
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let model_dir = config
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.cache_dir
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.join(&model_dir_name)
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.join(&config.revision);
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if model_dir.exists() {
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Some(model_dir)
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} else {
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None
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}
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}
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/// List all cached models
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pub fn list_cached_models(config: &HubConfig) -> Result<Vec<String>> {
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let mut models = Vec::new();
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if !config.cache_dir.exists() {
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return Ok(models);
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}
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for entry in std::fs::read_dir(&config.cache_dir)? {
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let entry = entry?;
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if entry.file_type()?.is_dir() {
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let name = entry.file_name().to_string_lossy().replace("--", "/");
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models.push(name);
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}
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}
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Ok(models)
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}
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/// Clear the model cache
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pub fn clear_cache(config: &HubConfig) -> Result<()> {
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if config.cache_dir.exists() {
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std::fs::remove_dir_all(&config.cache_dir)?;
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info!("Cleared model cache: {}", config.cache_dir.display());
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}
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Ok(())
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}
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/// Get cache size in bytes
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pub fn cache_size(config: &HubConfig) -> Result<u64> {
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if !config.cache_dir.exists() {
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return Ok(0);
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}
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let mut total = 0;
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for entry in walkdir(config.cache_dir.as_path())? {
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let metadata = entry.metadata()?;
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if metadata.is_file() {
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total += metadata.len();
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}
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}
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Ok(total)
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}
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/// Simple directory walker
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fn walkdir(path: &Path) -> Result<Vec<std::fs::DirEntry>> {
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let mut entries = Vec::new();
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fn walk_recursive(path: &Path, entries: &mut Vec<std::fs::DirEntry>) -> std::io::Result<()> {
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for entry in std::fs::read_dir(path)? {
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let entry = entry?;
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let entry_path = entry.path();
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entries.push(entry);
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if entry_path.is_dir() {
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walk_recursive(&entry_path, entries)?;
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}
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}
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Ok(())
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}
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walk_recursive(path, &mut entries)?;
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Ok(entries)
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}
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#[cfg(test)]
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mod tests {
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use super::*;
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#[test]
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fn test_hub_config_default() {
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let config = HubConfig::default();
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assert_eq!(config.revision, "main");
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assert!(config.prefer_safetensors);
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}
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#[test]
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fn test_hub_config_builder() {
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let config = HubConfig::default()
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.with_token("test_token")
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.with_revision("v1.0");
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assert_eq!(config.token, Some("test_token".to_string()));
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assert_eq!(config.revision, "v1.0");
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}
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#[test]
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fn test_model_file_type() {
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assert_eq!(
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ModelFileType::from_filename("model.safetensors"),
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ModelFileType::SafeTensors
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);
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assert_eq!(
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ModelFileType::from_filename("pytorch_model.bin"),
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ModelFileType::PyTorch
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);
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assert_eq!(
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ModelFileType::from_filename("model.gguf"),
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ModelFileType::Gguf
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);
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assert_eq!(
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ModelFileType::from_filename("config.json"),
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ModelFileType::ModelConfig
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);
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}
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#[test]
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fn test_get_cached_model_not_exists() {
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let config = HubConfig {
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cache_dir: PathBuf::from("/nonexistent"),
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..Default::default()
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};
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assert!(get_cached_model("test/model", &config).is_none());
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}
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}
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