1use super::{Endpoint, IntoHeaders, Params, RemoteResource, ResponseContent, TreeEntry};
3use crate::io::api::{Param, RepositoryFileMetadata};
4use crate::io::config::FilterSet;
5use crate::io::download::{DownloadItem, DownloadItems};
6use crate::io::sync::Shard;
7use crate::io::{first_env_var, http, ApiResult, Source};
8use crate::prelude::{HashMap, Path};
9use crate::schema::agent::{ModelDetails, ModelSelector, Quantization, Weight, Weights, FALLBACK_MODEL_SUFFIXES};
10use crate::util::constants::app::{
11 DEFAULT_HUGGINGFACE_DOMAIN, DEFAULT_HUGGINGFACE_MINIMUM_DOWNLOAD_COUNT, DEFAULT_HUGGINGFACE_MODEL_REVISION, DEFAULT_HUGGINGFACE_SEARCH_LIMIT,
12 DEFAULT_HUGGINGFACE_SEARCH_TERM,
13};
14use crate::util::constants::env::HUGGINGFACE_TOKEN_VARIABLE_NAMES;
15use crate::util::{glob_matches, regex_to_glob, strip_suffixes, to_ascii_alphanumeric, Label};
16use crate::{Location, Repository};
17use alloc::boxed::Box;
18use alloc::collections::BTreeSet;
19use async_trait::async_trait;
20use axum::http::HeaderMap;
21use bon::Builder;
22use color_eyre::eyre::{eyre, Report};
23use core::{cmp::Reverse, fmt, ops::Deref};
24use futures::{future::join_all, TryStreamExt};
25use hf_hub::{repository::ModelInfo, HFClient, HFError};
26use owo_colors::OwoColorize;
27use serde::{Deserialize, Serialize};
28use serde_json::Value;
29use tracing::{info, warn};
30
31pub type Candidates = Vec<Candidate>;
33pub type CandidateSelector = fn(Candidates, &Options) -> ApiResult<String>;
35pub trait CandidateSelection {
37 fn fallback(models: Vec<ModelInfo>, options: &SearchOptions) -> Self;
39 fn select(self, options: &Options) -> ApiResult<String>;
41 fn select_interactively(self, options: &Options) -> ApiResult<String>;
45}
46#[async_trait]
48pub trait HuggingFaceRepository {
49 async fn checksums(&self, identifier: &str, revision: &str) -> ApiResult<HashMap<String, String>>;
51 async fn download(&self, options: &Options) -> ApiResult<Downloaded>;
53 fn filter(&self, filter: Option<&str>, ignore: Option<&str>) -> ApiResult<Self>
55 where
56 Self: Sized;
57 fn select(&self, policy: &FileSelectionPolicy<'_>) -> ApiResult<Self>
59 where
60 Self: Sized;
61 fn should_use_fallback(&self, options: &Options) -> bool;
63 fn try_glob(&self, filter: Option<&str>, ignore: Option<&str>) -> Option<Self>
65 where
66 Self: Sized;
67}
68pub trait ModelInfoExtension {
70 fn has_gguf_files(&self) -> bool;
72 fn is_fallback_for(&self, identifier: &str) -> bool;
74 fn is_declared_derivative_of(&self, identifier: &str) -> bool;
79 fn is_declared_variant_of(&self, identifier: &str) -> bool;
84}
85#[derive(Clone, Debug, Eq, PartialEq)]
87pub enum HuggingFaceError {
88 NoGgufModelFiles,
90 NoGgufQuantizationRepository {
92 identifier: Box<str>,
94 },
95 InvalidBaseModelIdentifier {
97 identifier: Box<str>,
99 },
100 ClientInitializationFailed {
102 reason: Box<str>,
104 },
105 ModelSearchConfigurationFailed {
107 reason: Box<str>,
109 },
110 ModelSearchFailed {
112 reason: Box<str>,
114 },
115}
116#[derive(Clone, Debug, Eq, PartialEq, Serialize)]
118pub struct Candidate {
119 pub id: String,
121 pub downloads: u64,
123 pub likes: Option<u64>,
125 pub quantizations: Vec<String>,
127}
128#[derive(Clone, Debug, Eq, PartialEq)]
130pub struct RepositoryResolution<T> {
131 requested: String,
132 resolved: String,
133 value: T,
134}
135#[derive(Builder, Clone, Debug, Eq, PartialEq)]
137#[builder(start_fn = init, on(String, into))]
138pub struct Downloaded {
139 pub identifier: String,
141 pub revision: String,
143 pub files: Vec<String>,
145}
146#[derive(Clone, Debug)]
148pub struct FileSelectionPolicy<'a> {
149 pub preferred_marker: &'a str,
151 pub no_match_message: &'a str,
153}
154#[derive(Builder, Clone, Debug)]
156#[builder(start_fn = init, on(String, into))]
157pub struct SearchOptions {
158 pub identifier: String,
160 #[builder(default = DEFAULT_HUGGINGFACE_SEARCH_TERM.to_string())]
162 pub term: String,
163 #[builder(default = DEFAULT_HUGGINGFACE_SEARCH_LIMIT)]
165 pub limit: usize,
166 #[builder(default = DEFAULT_HUGGINGFACE_MINIMUM_DOWNLOAD_COUNT)]
168 pub minimum_download_count: u64,
169 #[builder(default)]
171 pub interactive: bool,
172}
173#[derive(Builder, Clone, Debug)]
175#[builder(start_fn = init, on(String, into))]
176pub struct Options {
177 pub token: Option<String>,
179 #[builder(default = String::from("huggingface.co"))]
181 pub domain: String,
182 pub identifier: Option<String>,
184 #[builder(default = String::from(DEFAULT_HUGGINGFACE_MODEL_REVISION))]
186 pub revision: String,
187 pub path: Option<String>,
189 pub filter: Option<String>,
191 pub ignore: Option<String>,
193 #[builder(default)]
195 pub quiet: bool,
196 #[builder(default)]
198 pub offline: bool,
199 #[builder(default)]
201 pub no_fallback: bool,
202 #[builder(default = DEFAULT_HUGGINGFACE_SEARCH_LIMIT)]
204 pub search_limit: usize,
205 #[builder(default = DEFAULT_HUGGINGFACE_MINIMUM_DOWNLOAD_COUNT)]
207 pub minimum_download_count: u64,
208 #[builder(default)]
210 pub interactive: bool,
211 #[builder(default = select_first)]
213 pub selector: CandidateSelector,
214 #[builder(default = vec![])]
216 pub custom_params: Vec<Param>,
217 #[builder(default)]
219 pub skip_verify_checksum: bool,
220 pub output: Option<String>,
222}
223#[derive(Clone, Debug, PartialEq, Eq)]
225pub struct HuggingFaceRepositoryFile {
226 pub path: String,
228 pub size: Option<u64>,
230}
231#[derive(Clone, Debug, PartialEq, Eq)]
233pub struct HuggingFaceRepositoryFiles {
234 pub files: Vec<HuggingFaceRepositoryFile>,
236 pub identifier: String,
238 pub revision: String,
240}
241impl RepositoryFileMetadata for HuggingFaceRepositoryFile {
242 fn path(&self) -> &str {
243 &self.path
244 }
245 fn size(&self) -> Option<u64> {
246 self.size
247 }
248}
249impl HuggingFaceRepositoryFiles {
250 pub fn new(identifier: impl Into<String>, revision: impl Into<String>, files: Vec<HuggingFaceRepositoryFile>) -> Self {
252 Self {
253 files,
254 identifier: identifier.into(),
255 revision: revision.into(),
256 }
257 }
258 fn complete_shard_set(&self) -> Option<Self> {
261 let shards = self
262 .iter()
263 .filter_map(|file| Shard::parts(&file.path.to_ascii_lowercase()))
264 .collect::<Vec<_>>();
265 shards.first().and_then(|(key, _, count)| {
266 let indexes = shards
267 .iter()
268 .filter(|(candidate_key, _, candidate_count)| candidate_key == key && candidate_count == count)
269 .map(|(_, index, _)| *index)
270 .collect::<BTreeSet<_>>();
271 let expected = (1..=*count).collect::<BTreeSet<_>>();
272 match indexes == expected && usize::try_from(*count).ok() == Some(shards.len()) {
273 | true => Some(self.clone()),
274 | false => None,
275 }
276 })
277 }
278 fn candidate_report(&self) -> String {
279 match self.len() {
280 | 0 => "no GGUF files".to_string(),
281 | 1 | 2 => self.iter().map(|file| file.path.as_str()).collect::<Vec<_>>().join(", "),
282 | count => format!("{count} GGUF files"),
283 }
284 }
285 fn parse(content: &str, options: &Options) -> ApiResult<Self> {
286 #[derive(Deserialize)]
287 struct ApiError {
288 #[serde(alias = "message")]
289 error: String,
290 }
291 match options.identifier.as_deref() {
292 | Some(identifier) => serde_json::from_str::<Vec<TreeEntry>>(content)
293 .map(|entries| {
294 let files = entries
295 .into_iter()
296 .filter(TreeEntry::is_file)
297 .map(HuggingFaceRepositoryFile::from)
298 .collect();
299 Self::new(identifier, &options.revision, files)
300 })
301 .map_err(|why| {
302 serde_json::from_str::<ApiError>(content).map_or_else(
303 |_| eyre!("Failed to parse Hugging Face repository file list for '{identifier}' — {why}"),
304 |response| eyre!("Hugging Face API rejected repository '{identifier}' — {}", response.error),
305 )
306 }),
307 | None => Err(eyre!("Missing Hugging Face repository identifier")),
308 }
309 }
310 pub async fn resolve(options: &Options) -> ApiResult<RepositoryResolution<Self>> {
312 let Options {
313 identifier,
314 no_fallback,
315 revision,
316 search_limit,
317 minimum_download_count,
318 interactive,
319 ..
320 } = options;
321 match identifier.as_deref() {
322 | Some(identifier) => match repository_tree(identifier, revision).await {
323 | Ok(repository) if repository.files.iter().any(|file| Quantization::from_gguf_filename(&file.path).is_some()) => {
324 Ok(RepositoryResolution::new(identifier, identifier, repository))
325 }
326 | Ok(_) if *no_fallback => Err(eyre!("No GGUF model files found for '{identifier}'")),
327 | Err(why) if *no_fallback => Err(why),
328 | Ok(_) | Err(_) => {
329 let search_options = SearchOptions::init()
330 .identifier(identifier)
331 .limit(*search_limit)
332 .minimum_download_count(*minimum_download_count)
333 .interactive(*interactive)
334 .build();
335 match search(&search_options).await {
336 | Ok(candidates) => match candidates.select(options) {
337 | Ok(resolved) => match repository_tree(&resolved, DEFAULT_HUGGINGFACE_MODEL_REVISION).await {
338 | Ok(repository) => Ok(RepositoryResolution::new(identifier, resolved, repository)),
339 | Err(why) => Err(why),
340 },
341 | Err(why) => Err(why),
342 },
343 | Err(why) => Err(why),
344 }
345 }
346 },
347 | None => Err(eyre!("Missing Hugging Face repository identifier")),
348 }
349 }
350}
351impl Deref for HuggingFaceRepositoryFiles {
352 type Target = [HuggingFaceRepositoryFile];
353 fn deref(&self) -> &Self::Target {
354 &self.files
355 }
356}
357impl IntoIterator for HuggingFaceRepositoryFiles {
358 type Item = HuggingFaceRepositoryFile;
359 type IntoIter = alloc::vec::IntoIter<HuggingFaceRepositoryFile>;
360 fn into_iter(self) -> Self::IntoIter {
361 self.files.into_iter()
362 }
363}
364impl From<HuggingFaceRepositoryFiles> for Weights {
365 fn from(repository: HuggingFaceRepositoryFiles) -> Self {
366 Weights(
367 repository
368 .files
369 .into_iter()
370 .filter_map(|file| {
371 Quantization::from_gguf_filename(&file.path).map(|quantization| Weight {
372 label: file.path.clone(),
373 url: format!(
374 "https://{DEFAULT_HUGGINGFACE_DOMAIN}/{}/resolve/{}/{}",
375 repository.identifier, repository.revision, file.path
376 ),
377 is_open: None,
378 quantization: Some(quantization),
379 size: file.size,
380 })
381 })
382 .collect(),
383 )
384 }
385}
386impl fmt::Display for Candidate {
387 fn fmt(&self, formatter: &mut fmt::Formatter<'_>) -> fmt::Result {
388 formatter.write_str(&self.id)
389 }
390}
391impl From<ModelInfo> for Candidate {
392 fn from(model: ModelInfo) -> Self {
393 let quantizations = model
394 .siblings
395 .unwrap_or_default()
396 .iter()
397 .filter_map(|sibling| Quantization::from_gguf_filename(&sibling.rfilename).map(|quantization| quantization.to_string()))
398 .collect::<BTreeSet<_>>()
399 .into_iter()
400 .collect();
401 Self {
402 id: model.id,
403 downloads: model.downloads.unwrap_or_default(),
404 likes: model.likes,
405 quantizations,
406 }
407 }
408}
409impl CandidateSelection for Candidates {
410 fn fallback(models: Vec<ModelInfo>, options: &SearchOptions) -> Self {
411 let SearchOptions {
412 identifier,
413 minimum_download_count,
414 interactive,
415 ..
416 } = options;
417 let mut candidates = models
418 .into_iter()
419 .filter(|model| model.is_fallback_for(identifier))
420 .map(Candidate::from)
421 .filter(|candidate| !candidate.quantizations.is_empty())
422 .collect::<Vec<_>>();
423 candidates.sort_by_key(|candidate| Reverse(candidate.downloads));
424 let rejected = |candidate: &&Candidate| candidate.downloads < *minimum_download_count;
425 let report = |candidate: &Candidate| {
426 let Candidate { id, downloads, .. } = candidate;
427 let context = format!("{} {identifier}", "fallback from".italic());
428 let reason = format!("({downloads} below minimum {minimum_download_count} popularity)");
429 warn!("=> {}{} {} {}", Label::rejected(), id.yellow(), context.dimmed(), reason.dimmed(),);
430 };
431 match interactive {
432 | true => candidates.iter().filter(rejected).for_each(report),
433 | false => candidates.first().filter(rejected).into_iter().for_each(report),
434 }
435 candidates
436 .into_iter()
437 .filter(|candidate| candidate.downloads >= *minimum_download_count)
438 .collect()
439 }
440 fn select(self, options: &Options) -> ApiResult<String> {
441 let base_model = options.identifier.as_deref().unwrap_or_default();
442 match self.as_slice() {
443 | [] => Err(eyre!(HuggingFaceError::NoGgufQuantizationRepository {
444 identifier: base_model.into()
445 })),
446 | [candidate] => Ok(candidate.to_string()),
447 | [candidate, ..] if !options.interactive => {
448 if !options.quiet {
449 info!(
450 "=> {} {} {} {}",
451 Label::using(),
452 candidate.green(),
453 format!("{} {base_model}", "fallback for".italic().dimmed()),
454 "(using most popular)".dimmed(),
455 );
456 }
457 Ok(candidate.to_string())
458 }
459 | _ => (options.selector)(self, options),
460 }
461 }
462 fn select_interactively(self, options: &Options) -> ApiResult<String> {
463 let candidate = self.first().ok_or_else(|| eyre!("GGUF search returned no candidates"))?;
464 if !options.quiet {
465 let reason = "(using most popular)";
466 warn!("=> {} {} {}", Label::using(), candidate.green(), reason.dimmed());
467 }
468 Ok(candidate.to_string())
469 }
470}
471impl Downloaded {
472 pub fn into_resolution(self, identifier: impl Into<String>) -> RepositoryResolution<Self> {
474 RepositoryResolution::direct(identifier, self)
475 }
476 pub fn merge_weights(&self, existing: Weights) -> Weights {
478 let downloaded = self
479 .files
480 .iter()
481 .filter_map(|path| {
482 let Self { identifier, revision, .. } = self;
483 Quantization::from_gguf_filename(path).map(|quantization| Weight {
484 label: quantization.to_string(),
485 url: format!("https://{DEFAULT_HUGGINGFACE_DOMAIN}/{identifier}/resolve/{revision}/{path}"),
486 is_open: None,
487 quantization: Some(quantization),
488 size: None,
489 })
490 })
491 .filter(|candidate| {
492 !existing
493 .0
494 .iter()
495 .any(|weight| weight.url == candidate.url && weight.quantization == candidate.quantization)
496 })
497 .collect::<Vec<_>>();
498 Weights(existing.0.into_iter().chain(downloaded).collect())
499 }
500}
501impl fmt::Display for HuggingFaceError {
502 fn fmt(&self, formatter: &mut fmt::Formatter<'_>) -> fmt::Result {
503 match self {
504 | Self::NoGgufModelFiles => {
505 write!(
506 formatter,
507 "No GGUF model files found; use a GGUF repository or provide --filter for another format"
508 )
509 }
510 | Self::NoGgufQuantizationRepository { identifier } => {
511 write!(formatter, "no GGUF quantization repo found for {identifier}")
512 }
513 | Self::InvalidBaseModelIdentifier { identifier } => {
514 write!(formatter, "invalid Hugging Face base model identifier: {identifier}")
515 }
516 | Self::ClientInitializationFailed { reason } => {
517 write!(formatter, "failed to initialize Hugging Face client: {reason}")
518 }
519 | Self::ModelSearchConfigurationFailed { reason } => {
520 write!(formatter, "failed to configure Hugging Face model search: {reason}")
521 }
522 | Self::ModelSearchFailed { reason } => {
523 write!(formatter, "failed to search Hugging Face models: {reason}")
524 }
525 }
526 }
527}
528impl core::error::Error for HuggingFaceError {}
529impl From<TreeEntry> for HuggingFaceRepositoryFile {
530 fn from(entry: TreeEntry) -> Self {
531 HuggingFaceRepositoryFile {
532 path: entry.path,
533 size: entry.size,
534 }
535 }
536}
537#[async_trait]
538impl HuggingFaceRepository for HuggingFaceRepositoryFiles {
539 async fn checksums(&self, identifier: &str, revision: &str) -> ApiResult<HashMap<String, String>> {
541 let candidates: Vec<_> = self
542 .iter()
543 .filter_map(|file| target_path_from_sidecar(&file.path).map(|target| (file.path.clone(), target)))
544 .collect();
545 let digests = join_all(candidates.into_iter().map(|(path, target)| async move {
546 let url = format!("https://huggingface.co/{identifier}/resolve/{revision}/{path}");
547 let content = match http::get(url).headers(auth_headers()).send().await {
548 | Ok(response) => response.text().await.ok(),
549 | Err(_) => None,
550 };
551 (target, content.as_deref().and_then(extract_sha256))
552 }))
553 .await;
554 Ok(digests.into_iter().filter_map(|(target, digest)| digest.map(|d| (target, d))).collect())
555 }
556 async fn download(&self, options: &Options) -> ApiResult<Downloaded> {
557 let Options {
558 identifier,
559 revision,
560 filter,
561 ignore,
562 quiet,
563 skip_verify_checksum,
564 output,
565 ..
566 } = options;
567 match (identifier.as_deref(), output.as_deref()) {
568 | (Some(identifier), Some(output)) => match self.checksums(identifier, revision).await {
569 | Ok(lookup) => match self.filter(filter.as_deref(), ignore.as_deref()) {
570 | Ok(files) => {
571 let selected_files = files.iter().map(|file| file.path.clone()).collect();
572 let items = files
573 .into_iter()
574 .map(|HuggingFaceRepositoryFile { path, size, .. }| {
575 let sha = lookup.get(&path).cloned();
576 let url = format!("https://huggingface.co/{identifier}/resolve/{revision}/{path}");
577 DownloadItem { path, sha, size, url }
578 })
579 .collect::<Vec<_>>();
580 DownloadItems::new(Path::new(output), items, *quiet, *skip_verify_checksum)
581 .download()
582 .await
583 .map(|()| {
584 Downloaded::init()
585 .identifier(identifier)
586 .revision(revision.as_str())
587 .files(selected_files)
588 .build()
589 })
590 }
591 | Err(why) => Err(why),
592 },
593 | Err(why) => Err(why),
594 },
595 | (None, _) => Err(eyre!("Missing Hugging Face repository identifier")),
596 | (_, None) => Err(eyre!("Missing output directory")),
597 }
598 }
599 fn filter(&self, filter: Option<&str>, ignore: Option<&str>) -> ApiResult<Self> {
600 let filter_vec = filter.into_iter().map(String::from).collect::<Vec<_>>();
601 let ignore_vec = ignore.into_iter().map(String::from).collect::<Vec<_>>();
602 let filtered = match self.try_glob(filter, ignore) {
603 | Some(result) => Ok(result),
604 | None => FilterSet::filter(
605 self.files.clone(),
606 &filter_vec,
607 &ignore_vec,
608 |file: &HuggingFaceRepositoryFile| file.path.clone(),
609 |_| true,
610 )
611 .map(|files| Self::new(&self.identifier, &self.revision, files)),
612 };
613 filtered.and_then(|files| {
614 if filter.is_some() {
615 match files.is_empty() {
616 | true => Err(eyre!("No model files matched --filter/--ignore")),
617 | false => Ok(files),
618 }
619 } else {
620 let policy = FileSelectionPolicy {
621 preferred_marker: "Q4_K_M",
622 no_match_message: "No GGUF model files found; use a GGUF repository or provide --filter for another format",
623 };
624 files.select(&policy)
625 }
626 })
627 }
628 fn select(&self, policy: &FileSelectionPolicy<'_>) -> ApiResult<Self> {
629 let Self { identifier, revision, .. } = self;
630 let gguf_files = self
631 .iter()
632 .filter(|file| file.path.to_ascii_lowercase().ends_with(".gguf"))
633 .cloned()
634 .collect();
635 let files = Self::new(identifier, revision, gguf_files);
636 match files.len() {
637 | 0 => Err(eyre!(HuggingFaceError::NoGgufModelFiles)),
638 | 1 => Ok(files),
639 | _ => {
640 let preferred_files = files
641 .iter()
642 .filter(|file| file.path.to_ascii_uppercase().contains(policy.preferred_marker))
643 .cloned()
644 .collect();
645 let preferred = Self::new(identifier, revision, preferred_files);
646 match preferred.len() {
647 | 1 => Ok(preferred),
648 | _ => preferred.complete_shard_set().ok_or_else(|| {
649 eyre!(
650 "Multiple model file candidates found ({}); use --filter to choose one",
651 files.candidate_report()
652 )
653 }),
654 }
655 }
656 }
657 }
658 fn should_use_fallback(&self, options: &Options) -> bool {
659 let Options {
660 identifier,
661 offline,
662 no_fallback,
663 filter,
664 ..
665 } = options;
666 let is_huggingface_repo_id = identifier
667 .as_deref()
668 .and_then(|value| value.split_once('/'))
669 .is_some_and(|(owner, name)| !owner.is_empty() && !name.is_empty() && !name.contains('/'));
670 let contains_gguf_files = self.iter().any(|file| file.path.to_ascii_lowercase().ends_with(".gguf"));
671 is_huggingface_repo_id && filter.is_none() && !(contains_gguf_files || *offline || *no_fallback)
672 }
673 fn try_glob(&self, filter: Option<&str>, ignore: Option<&str>) -> Option<Self> {
674 match (filter.map(regex_to_glob), ignore.map(regex_to_glob)) {
675 | (Some(None), _) | (_, Some(None)) => None,
676 | (filter_opt, ignore_opt) => {
677 let filter_glob = filter_opt.flatten();
678 let ignore_glob = ignore_opt.flatten();
679 let filtered = self
680 .iter()
681 .filter(|file| {
682 let ignored = ignore_glob.as_ref().is_some_and(|pattern| glob_matches(&file.path, pattern));
683 let kept = filter_glob.as_ref().is_none_or(|pattern| glob_matches(&file.path, pattern));
684 !ignored && kept
685 })
686 .cloned()
687 .collect();
688 Some(Self::new(&self.identifier, &self.revision, filtered))
689 }
690 }
691 }
692}
693impl ModelInfoExtension for ModelInfo {
694 fn has_gguf_files(&self) -> bool {
695 self.siblings
696 .as_ref()
697 .is_some_and(|siblings| siblings.iter().any(|file| file.rfilename.to_ascii_lowercase().ends_with(".gguf")))
698 }
699 fn is_fallback_for(&self, identifier: &str) -> bool {
700 self.id.eq_ignore_ascii_case(identifier) || self.is_declared_derivative_of(identifier) || self.is_declared_variant_of(identifier)
701 }
702 fn is_declared_derivative_of(&self, identifier: &str) -> bool {
703 let declares_base_model = self
704 .base_models
705 .as_ref()
706 .is_some_and(|models| models.iter().any(|value| value.eq_ignore_ascii_case(identifier)));
707 let declares_card_base_model = self
708 .card_data
709 .as_ref()
710 .and_then(|value| value.get("base_model"))
711 .is_some_and(|value| match value {
712 | Value::String(value) => value.eq_ignore_ascii_case(identifier),
713 | Value::Array(values) => values
714 .iter()
715 .filter_map(Value::as_str)
716 .any(|value| value.eq_ignore_ascii_case(identifier)),
717 | _ => false,
718 });
719 let has_quantized_base_model_tag = self
720 .tags
721 .as_ref()
722 .is_some_and(|tags| tags.iter().any(|tag| is_quantized_base_model_tag(tag, identifier)));
723 declares_base_model || declares_card_base_model || has_quantized_base_model_tag
724 }
725 fn is_declared_variant_of(&self, identifier: &str) -> bool {
726 let matches = |value: &str| variant_matches(value, identifier);
727 let declares_base_model = self.base_models.as_ref().is_some_and(|models| models.iter().any(|value| matches(value)));
728 let declares_card_base_model = self
729 .card_data
730 .as_ref()
731 .and_then(|value| value.get("base_model"))
732 .is_some_and(|value| match value {
733 | Value::String(value) => matches(value),
734 | Value::Array(values) => values.iter().filter_map(Value::as_str).any(matches),
735 | _ => false,
736 });
737 let has_quantized_base_model_tag = self.tags.as_ref().is_some_and(|tags| {
738 tags.iter().any(|tag| {
739 let mut parts = tag.splitn(3, ':');
740 match (parts.next(), parts.next(), parts.next()) {
741 | (Some(kind), Some(relation), Some(value)) => {
742 kind.eq_ignore_ascii_case("base_model") && relation.eq_ignore_ascii_case("quantized") && matches(value)
743 }
744 | _ => false,
745 }
746 })
747 });
748 declares_base_model || declares_card_base_model || has_quantized_base_model_tag
749 }
750}
751impl ModelDetails {
752 pub async fn resolve_fallback(self, search_options: &SearchOptions, offline: bool) -> ApiResult<RepositoryResolution<Self>> {
754 match search(search_options).await {
755 | Ok(candidates) => {
756 let options = Options::init()
757 .identifier(&search_options.identifier)
758 .offline(offline)
759 .search_limit(search_options.limit)
760 .minimum_download_count(search_options.minimum_download_count)
761 .interactive(search_options.interactive)
762 .quiet(true)
763 .build();
764 candidates
765 .select(&options)
766 .map(|resolved| RepositoryResolution::new(&search_options.identifier, resolved, self))
767 }
768 | Err(why) => Err(why),
769 }
770 }
771}
772impl From<RepositoryResolution<ModelDetails>> for ModelDetails {
773 fn from(resolution: RepositoryResolution<ModelDetails>) -> Self {
774 let (requested, resolved, details) = resolution.into_parts();
775 let details = details.with_id(&resolved);
776 match requested == resolved {
777 | true => details,
778 | false => details.with_fallback(&requested),
779 }
780 }
781}
782impl<T> RepositoryResolution<T> {
783 pub fn new(requested: impl Into<String>, resolved: impl Into<String>, value: T) -> Self {
785 Self {
786 requested: requested.into(),
787 resolved: resolved.into(),
788 value,
789 }
790 }
791 pub fn direct(identifier: impl Into<String>, value: T) -> Self {
793 let requested = identifier.into();
794 let resolved = requested.clone();
795 Self::new(requested, resolved, value)
796 }
797 pub fn is_fallback(&self) -> bool {
799 self.requested != self.resolved
800 }
801 pub fn requested(&self) -> &str {
803 &self.requested
804 }
805 pub fn resolved(&self) -> &str {
807 &self.resolved
808 }
809 pub fn value(&self) -> &T {
811 &self.value
812 }
813 pub fn map<U>(self, transform: impl FnOnce(T) -> U) -> RepositoryResolution<U> {
815 let (requested, resolved, value) = self.into_parts();
816 RepositoryResolution::new(requested, resolved, transform(value))
817 }
818 pub fn try_map<U, E>(self, transform: impl FnOnce(T) -> Result<U, E>) -> Result<RepositoryResolution<U>, E> {
820 let (requested, resolved, value) = self.into_parts();
821 transform(value).map(|value| RepositoryResolution::new(requested, resolved, value))
822 }
823 pub fn into_parts(self) -> (String, String, T) {
825 (self.requested, self.resolved, self.value)
826 }
827}
828impl From<&Source> for Weights {
829 fn from(source: &Source) -> Self {
830 match source {
831 | Source::Remote { identifier, .. } => Self(vec![Weight {
832 label: "Hugging Face".to_string(),
833 url: format!("https://{DEFAULT_HUGGINGFACE_DOMAIN}/{identifier}"),
834 is_open: None,
835 quantization: None,
836 size: None,
837 }]),
838 | Source::Local { path, .. } => Self(vec![Weight {
839 label: "Local".to_string(),
840 url: path.display().to_string(),
841 is_open: Some(true),
842 quantization: None,
843 size: None,
844 }]),
845 | Source::Unsupported(_) => Self::default(),
846 }
847 }
848}
849impl Weights {
850 pub fn open(mut self, is_open: Option<bool>) -> Self {
852 if let Some(weight) = self.0.first_mut() {
853 weight.is_open = is_open;
854 }
855 self
856 }
857 pub fn from_source(source: &Source, is_open: Option<bool>) -> Self {
862 let weights = Self::from(source);
863 match source {
865 | Source::Remote { .. } => weights.open(is_open),
866 | _ => weights,
867 }
868 }
869 pub fn to_source(self, name: Option<String>) -> Option<Source> {
871 self.0.into_iter().find(|weight| !weight.url.trim().is_empty()).map(|weight| {
872 let location = Location::from(weight.url.as_str());
873 let is_repository = location.host().is_some_and(|host| host.eq_ignore_ascii_case(DEFAULT_HUGGINGFACE_DOMAIN))
874 && location
875 .path()
876 .is_some_and(|path| path.split('/').filter(|segment| !segment.is_empty()).count() == 2);
877 let source = match is_repository {
878 | true => Source::from(&Repository::HuggingFace { location }),
879 | false => Source::from(weight.url.as_str()),
880 };
881 source.with_name(name.unwrap_or(weight.label))
882 })
883 }
884}
885pub fn auth_headers() -> HeaderMap {
887 Params::new()
888 .with_auth(first_env_var(&HUGGINGFACE_TOKEN_VARIABLE_NAMES).unwrap_or_default().as_str(), None)
889 .build()
890 .into_headers()
891}
892pub async fn fetch_model_info(provider: &str, name: &str) -> ApiResult<ModelInfo> {
894 let client = HFClient::new().map_err(|why| {
895 eyre!(HuggingFaceError::ClientInitializationFailed {
896 reason: why.to_string().into()
897 })
898 });
899 match client {
900 | Ok(client) => client
901 .model(provider, name)
902 .info()
903 .expand(vec![
904 "baseModels".to_string(),
905 "cardData".to_string(),
906 "siblings".to_string(),
907 "tags".to_string(),
908 ])
909 .send()
910 .await
911 .map_err(|why| eyre!(why).wrap_err(format!("Failed to read Hugging Face metadata for '{provider}/{name}'"))),
912 | Err(e) => Err(e),
913 }
914}
915pub fn has_auth_token() -> bool {
917 first_env_var(&HUGGINGFACE_TOKEN_VARIABLE_NAMES).is_some()
918}
919pub fn model_is_unavailable(error: &Report) -> bool {
921 error.downcast_ref::<HFError>().is_some_and(|source| match source {
922 | HFError::RepoNotFound { .. } | HFError::AuthRequired { .. } | HFError::Forbidden { .. } => true,
923 | HFError::Http { context } => matches!(context.status.as_u16(), 401 | 403 | 404),
924 | _ => false,
925 })
926}
927pub fn parse_identifier(identifier: &str) -> ApiResult<(&str, &str)> {
929 match identifier.split_once('/') {
930 | Some((owner, name)) if !owner.is_empty() && !name.is_empty() && !name.contains('/') => Ok((owner, name)),
931 | _ => Err(eyre!("Invalid Hugging Face model identifier — {identifier}")),
932 }
933}
934pub async fn repository_tree(identifier: &str, revision: &str) -> ApiResult<HuggingFaceRepositoryFiles> {
936 let template = "huggingface::api";
937 let action = "tree";
938 let options = Options::init().identifier(identifier).revision(revision).build();
939 let params = Params::new()
940 .with_auth(first_env_var(&HUGGINGFACE_TOKEN_VARIABLE_NAMES).unwrap_or_default().as_str(), None)
941 .with_template("identifier", options.identifier.as_deref())
942 .with_template("revision", Some(&options.revision))
943 .with_keyvalue("recursive", Some("1"))
944 .build();
945 match Endpoint::from_template(template) {
946 | Ok(endpoint) => match endpoint.invoke(action, Some(params)).await {
947 | Ok(ResponseContent::Json(content)) => HuggingFaceRepositoryFiles::parse(&content, &options),
948 | Ok(_) => Err(eyre!("Failed to list Hugging Face model files — response was not JSON")),
949 | Err(why) => Err(eyre!("Failed to list Hugging Face model files — {why}")),
950 },
951 | Err(why) => Err(eyre!("Failed to configure Hugging Face API — {why}")),
952 }
953}
954pub async fn search(options: &SearchOptions) -> ApiResult<Candidates> {
956 let basename = ModelSelector::new(&options.identifier)
957 .map(|selector| selector.fallback_search_name())
958 .filter(|value| !value.is_empty());
959 match (basename, HFClient::new()) {
960 | (Some(basename), Ok(client)) => {
961 let response = client
962 .list_models()
963 .search(&basename)
964 .filter(&options.term)
965 .sort("downloads")
966 .full(true)
967 .card_data(true)
968 .limit(options.limit)
969 .send();
970 match response {
971 | Ok(stream) => match stream.try_collect::<Vec<ModelInfo>>().await {
972 | Ok(models) => {
973 let candidates = Candidates::fallback(models, options);
974 match candidates.is_empty() {
975 | true => Err(eyre!(HuggingFaceError::NoGgufQuantizationRepository {
976 identifier: options.identifier.clone().into()
977 })),
978 | false => Ok(candidates),
979 }
980 }
981 | Err(why) => Err(eyre!(HuggingFaceError::ModelSearchFailed {
982 reason: why.to_string().into()
983 })),
984 },
985 | Err(why) => Err(eyre!(HuggingFaceError::ModelSearchConfigurationFailed {
986 reason: why.to_string().into()
987 })),
988 }
989 }
990 | (None, _) => Err(eyre!(HuggingFaceError::InvalidBaseModelIdentifier {
991 identifier: options.identifier.clone().into()
992 })),
993 | (_, Err(why)) => Err(eyre!(HuggingFaceError::ClientInitializationFailed {
994 reason: why.to_string().into()
995 })),
996 }
997}
998fn extract_sha256(content: &str) -> Option<String> {
999 content
1000 .split_whitespace()
1001 .find(|token| token.len() == 64 && token.chars().all(|character| character.is_ascii_hexdigit()))
1002 .map(|value| value.to_ascii_lowercase())
1003}
1004fn is_quantized_base_model_tag(tag: &str, identifier: &str) -> bool {
1005 let mut parts = tag.splitn(3, ':');
1006 match (parts.next(), parts.next(), parts.next()) {
1007 | (Some(kind), Some(relation), Some(value)) => {
1008 kind.eq_ignore_ascii_case("base_model") && relation.eq_ignore_ascii_case("quantized") && value.eq_ignore_ascii_case(identifier)
1009 }
1010 | _ => false,
1011 }
1012}
1013fn select_first(candidates: Candidates, _options: &Options) -> ApiResult<String> {
1014 candidates
1015 .into_iter()
1016 .next()
1017 .map(|candidate| candidate.to_string())
1018 .ok_or_else(|| eyre!("GGUF search returned no candidates"))
1019}
1020fn target_path_from_sidecar(path: &str) -> Option<String> {
1021 path.strip_suffix(".sha256")
1022 .or_else(|| path.strip_suffix(".sha256sum"))
1023 .map(ToString::to_string)
1024}
1025fn variant_matches(declared: &str, requested: &str) -> bool {
1026 match (declared.split_once('/'), requested.split_once('/')) {
1027 | (Some((declared_owner, declared_name)), Some((requested_owner, requested_name))) => {
1028 let same_owner = declared_owner.eq_ignore_ascii_case(requested_owner);
1029 let owner_is_meta = requested_owner.eq_ignore_ascii_case("meta") && declared_owner.eq_ignore_ascii_case("meta-llama");
1030 let requested_name = to_ascii_alphanumeric(strip_suffixes(FALLBACK_MODEL_SUFFIXES, requested_name));
1031 let name_matches = to_ascii_alphanumeric(declared_name).contains(&requested_name);
1032 (same_owner || owner_is_meta) && !requested_name.is_empty() && name_matches
1033 }
1034 | _ => false,
1035 }
1036}
1037
1038#[cfg(test)]
1039mod tests {
1040 use super::{
1041 extract_sha256, target_path_from_sidecar, Candidate, CandidateSelection, Candidates, Downloaded, HuggingFaceRepositoryFiles, ModelInfo,
1042 ModelInfoExtension, RepositoryResolution, SearchOptions, Value,
1043 };
1044 use crate::schema::agent::{ModelDetails, Weight, Weights};
1045 use serde_json::json;
1046
1047 fn model(value: Value) -> ModelInfo {
1048 serde_json::from_value(value).unwrap()
1049 }
1050
1051 #[test]
1052 fn test_has_gguf_files() {
1053 let gguf = model(json!({"id": "mozilla/test-llama", "siblings": [{"rfilename": "tiny-llama.gguf"}]}));
1054 assert!(gguf.has_gguf_files());
1055 let non_gguf = model(json!({"id": "openai/gpt-oss-20b", "siblings": [{"rfilename": "model.safetensors"}]}));
1056 assert!(!non_gguf.has_gguf_files());
1057 }
1058 #[test]
1059 fn test_is_declared_derivative() {
1060 let candidate = model(json!({"id": "community/quantized", "baseModels": ["OpenAI/GPT-OSS-2B"]}));
1061 assert!(candidate.is_declared_derivative_of("openai/gpt-oss-2b"));
1062 let candidate = model(json!({"id": "community/quantized", "tags": ["base_model:quantized:openai/gpt-oss-2b"]}));
1063 assert!(candidate.is_declared_derivative_of("openai/gpt-oss-2b"));
1064 let candidate = model(json!({
1065 "id": "community/quantized",
1066 "baseModels": ["other/model"],
1067 "tags": ["base_model:quantized:other/model"]
1068 }));
1069 assert!(!candidate.is_declared_derivative_of("openai/gpt-oss-2b"));
1070 }
1071 #[test]
1072 fn test_is_declared_variant_accepts_decorated_base_model_names() {
1073 let candidate = model(json!({
1074 "id": "unsloth/NVIDIA-Nemotron-3-Super-120B-A12B-GGUF",
1075 "cardData": {"base_model": ["nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16"]},
1076 "tags": ["base_model:quantized:nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16"]
1077 }));
1078 assert!(candidate.is_declared_variant_of("nvidia/nemotron-3-super-120b-a12b"));
1079 assert!(!candidate.is_declared_variant_of("other/nemotron-3-super-120b-a12b"));
1080 assert!(!candidate.is_declared_variant_of("nvidia/different-model"));
1081 }
1082 #[test]
1083 fn test_is_declared_variant_accepts_meta_publisher_alias_and_catalog_suffixes() {
1084 let candidate = model(json!({
1085 "id": "unsloth/Llama-4-Maverick-17B-128E-Instruct-GGUF",
1086 "tags": ["base_model:quantized:meta-llama/Llama-4-Maverick-17B-128E-Instruct"]
1087 }));
1088 assert!(candidate.is_declared_variant_of("meta/llama-4-maverick-17b-128e-instruct"));
1089 assert!(candidate.is_declared_variant_of("meta/llama-4-maverick-17b-128e-instruct-fp8"));
1090 assert!(candidate.is_declared_variant_of("meta/llama-4-maverick-17b-128e-instruct-maas"));
1091 assert!(!candidate.is_declared_variant_of("other/llama-4-maverick-17b-128e-instruct"));
1092 }
1093 #[test]
1094 fn test_is_declared_variant_accepts_nvidia_version_separator_aliases() {
1095 let ultra = model(json!({
1096 "id": "bartowski/nvidia_Llama-3_1-Nemotron-Ultra-253B-v1-GGUF",
1097 "tags": ["base_model:quantized:nvidia/Llama-3_1-Nemotron-Ultra-253B-v1"]
1098 }));
1099 let super_model = model(json!({
1100 "id": "bartowski/nvidia_Llama-3_3-Nemotron-Super-49B-v1_5-GGUF",
1101 "tags": ["base_model:quantized:nvidia/Llama-3_3-Nemotron-Super-49B-v1_5"]
1102 }));
1103 assert!(ultra.is_declared_variant_of("nvidia/llama-3.1-nemotron-ultra-253b"));
1104 assert!(super_model.is_declared_variant_of("nvidia/llama-3.3-nemotron-super-49b-v1.5"));
1105 assert!(!super_model.is_declared_variant_of("nvidia/llama-nemotron-rerank-vl-1b-v2"));
1106 }
1107 #[test]
1108 fn test_gguf_candidate_includes_sorted_unique_quantizations() {
1109 let candidate = Candidate::from(model(json!({
1110 "id": "community/quantized",
1111 "downloads": 42,
1112 "likes": 7,
1113 "siblings": [
1114 {"rfilename": "model-Q5_K_M.gguf"},
1115 {"rfilename": "model-Q4_K_M.gguf"},
1116 {"rfilename": "model-Q4_K_M-00001-of-00002.gguf"}
1117 ]
1118 })));
1119 assert_eq!(candidate.downloads, 42);
1120 assert_eq!(candidate.likes, Some(7));
1121 assert_eq!(candidate.quantizations, vec!["Q4_K_M", "Q5_K_M"]);
1122 assert_eq!(candidate.to_string(), "community/quantized");
1123 }
1124 #[test]
1125 fn test_gguf_candidate_excludes_unrecognized_quantizations() {
1126 let candidate = Candidate::from(model(json!({
1127 "id": "community/unsupported",
1128 "siblings": [{"rfilename": "model-tq1_0.gguf"}]
1129 })));
1130 assert!(candidate.quantizations.is_empty());
1131 }
1132 #[test]
1133 fn test_fallback_candidates_apply_inclusive_minimum_download_count() {
1134 let candidate = |id: &str, downloads: Option<u64>| {
1135 model(json!({
1136 "id": id,
1137 "downloads": downloads,
1138 "tags": ["base_model:quantized:acme/base"],
1139 "siblings": [{"rfilename": "model-Q4_K_M.gguf"}]
1140 }))
1141 };
1142 let options = SearchOptions::init().identifier("acme/base").minimum_download_count(100).build();
1143 let candidates = Candidates::fallback(
1144 vec![
1145 candidate("acme/above-GGUF", Some(101)),
1146 candidate("acme/boundary-GGUF", Some(100)),
1147 candidate("acme/below-GGUF", Some(99)),
1148 candidate("acme/missing-GGUF", None),
1149 ],
1150 &options,
1151 );
1152 assert_eq!(
1153 candidates.iter().map(|candidate| candidate.id.as_str()).collect::<Vec<_>>(),
1154 vec!["acme/above-GGUF", "acme/boundary-GGUF"]
1155 );
1156 }
1157 #[test]
1158 fn test_weights_to_source_uses_hugging_face_repository_identifier() {
1159 let source = Weights(vec![Weight {
1160 label: "Hugging Face".to_string(),
1161 url: "https://huggingface.co/openai/gpt-oss-20b".to_string(),
1162 is_open: Some(true),
1163 quantization: None,
1164 size: None,
1165 }])
1166 .to_source(Some("GPT OSS 20B".to_string()))
1167 .unwrap();
1168 assert_eq!(source.identifier(), "openai/gpt-oss-20b");
1169 assert_eq!(source.name(), "GPT OSS 20B");
1170 }
1171 #[test]
1172 fn test_weights_to_source_keeps_direct_hugging_face_file_url() {
1173 let url = "https://huggingface.co/openai/gpt-oss-20b/resolve/main/model.gguf".to_string();
1174 let source = Weights(vec![Weight {
1175 label: "GGUF".to_string(),
1176 url: url.to_string(),
1177 is_open: Some(true),
1178 quantization: None,
1179 size: None,
1180 }])
1181 .to_source(None)
1182 .unwrap();
1183 assert_eq!(source.identifier(), url);
1184 assert_eq!(source.name(), "GGUF");
1185 }
1186 #[test]
1187 fn test_repository_tree_reports_api_error_message() {
1188 let options = super::Options::init().identifier("missing/model").revision("main").build();
1189 let error = HuggingFaceRepositoryFiles::parse(r#"{"error":"Repository not found"}"#, &options).unwrap_err();
1190 assert_eq!(
1191 error.to_string(),
1192 "Hugging Face API rejected repository 'missing/model' — Repository not found"
1193 );
1194 }
1195 #[test]
1196 fn test_repository_tree_parse_error_identifies_repository() {
1197 let options = super::Options::init().identifier("broken/model").revision("main").build();
1198 let error = HuggingFaceRepositoryFiles::parse(r#"{"unexpected":true}"#, &options).unwrap_err();
1199 assert!(error
1200 .to_string()
1201 .starts_with("Failed to parse Hugging Face repository file list for 'broken/model'"));
1202 }
1203 #[test]
1204 fn test_repository_resolution_identifies_direct_and_fallback_values() {
1205 let direct = RepositoryResolution::direct("acme/model", 1);
1206 assert!(!direct.is_fallback());
1207 assert_eq!(direct.requested(), "acme/model");
1208 assert_eq!(direct.resolved(), "acme/model");
1209 assert_eq!(*direct.value(), 1);
1210 let fallback = RepositoryResolution::new("acme/model", "community/model-GGUF", 2);
1211 assert!(fallback.is_fallback());
1212 assert_eq!(fallback.requested(), "acme/model");
1213 assert_eq!(fallback.resolved(), "community/model-GGUF");
1214 assert_eq!(fallback.into_parts(), ("acme/model".to_string(), "community/model-GGUF".to_string(), 2));
1215 }
1216 #[test]
1217 fn test_repository_resolution_transforms_values_without_losing_identity() {
1218 let mapped = RepositoryResolution::new("acme/model", "community/model-GGUF", 2).map(|value| value.to_string());
1219 assert_eq!(mapped.requested(), "acme/model");
1220 assert_eq!(mapped.resolved(), "community/model-GGUF");
1221 assert_eq!(mapped.value(), "2");
1222 let mapped = RepositoryResolution::direct("acme/model", 2).try_map(|value| if value > 0 { Ok(value * 2) } else { Err("invalid") });
1223 assert_eq!(
1224 mapped.map(RepositoryResolution::into_parts),
1225 Ok(("acme/model".to_string(), "acme/model".to_string(), 4))
1226 );
1227 }
1228 #[test]
1229 fn test_downloaded_into_resolution_uses_one_identifier() {
1230 let downloaded = Downloaded::init().identifier("acme/model").revision("main").files(Vec::new()).build();
1231 let resolution = downloaded.into_resolution("acme/model");
1232 assert!(!resolution.is_fallback());
1233 assert_eq!(resolution.requested(), "acme/model");
1234 assert_eq!(resolution.resolved(), "acme/model");
1235 }
1236 #[test]
1237 fn test_model_details_from_repository_resolution_preserves_fallback() {
1238 let resolution = RepositoryResolution::new("acme/model", "community/model-GGUF", ModelDetails::default());
1239 let details = ModelDetails::from(resolution);
1240 assert_eq!(details.id.as_deref(), Some("community/model-GGUF"));
1241 assert_eq!(details.fallback.as_deref(), Some("acme/model"));
1242 }
1243 #[test]
1244 fn test_target_path_from_sidecar() {
1245 assert_eq!(target_path_from_sidecar("model.gguf.sha256"), Some("model.gguf".to_string()));
1246 assert_eq!(
1247 target_path_from_sidecar("nested/model.gguf.sha256sum"),
1248 Some("nested/model.gguf".to_string())
1249 );
1250 }
1251 #[test]
1252 fn test_extract_sha256() {
1253 let digest = "ABCDEFABCDEFABCDEFABCDEFABCDEFABCDEFABCDEFABCDEFABCDEFABCDEFABCD";
1254 assert_eq!(
1255 extract_sha256(format!("{digest} model.gguf").as_str()).as_deref(),
1256 Some("abcdefabcdefabcdefabcdefabcdefabcdefabcdefabcdefabcdefabcdefabcd"),
1257 );
1258 let digest = "0123456789abcdef0123456789abcdef0123456789abcdef0123456789abcdef";
1259 assert_eq!(
1260 extract_sha256(format!("SHA256 ({digest}) = {digest} model.gguf").as_str()).as_deref(),
1261 Some(digest),
1262 );
1263 assert_eq!(extract_sha256("not-a-sha model.gguf"), None);
1264 assert_eq!(extract_sha256("0123456789abcdef"), None);
1265 }
1266}