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feat: materialize Hugging Face model artifacts (#10825)

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* feat(config): add model artifact source contract

Assisted-by: Codex:GPT-5 [Codex]

* feat(downloader): add authenticated raw-byte progress

Assisted-by: Codex:GPT-5 [Codex]

* feat(huggingface): resolve immutable snapshot manifests

Assisted-by: Codex:GPT-5 [Codex]

* feat(models): add artifact storage primitives

Assisted-by: Codex:GPT-5 [Codex]

* feat(models): materialize pinned Hugging Face snapshots

Assisted-by: Codex:GPT-5 [Codex]

* feat(models): bind managed snapshots at runtime

Assisted-by: Codex:GPT-5 [Codex]

* feat(gallery): materialize model artifacts during install

Assisted-by: Codex:GPT-5 [Codex]

* feat(gallery): declare managed Hugging Face artifacts

Assisted-by: Codex:GPT-5 [Codex]

* feat(models): preload managed model artifacts

Assisted-by: Codex:GPT-5 [Codex]

* fix(gallery): retain shared artifact caches on delete

Assisted-by: Codex:GPT-5 [Codex]

* feat(models): report artifact acquisition progress

Assisted-by: Codex:GPT-5 [Codex]

* refactor(backends): load managed models from ModelFile

Assisted-by: Codex:GPT-5 [Codex]

* refactor(backends): load staged speech model snapshots

Assisted-by: Codex:GPT-5 [Codex]

* refactor(backends): use staged snapshots in engine backends

Assisted-by: Codex:GPT-5 [Codex]

* test(distributed): cover staged artifact snapshots

Assisted-by: Codex:GPT-5 [Codex]

* docs: explain managed model artifacts

Assisted-by: Codex:GPT-5 [Codex]

* docs: add product design context

Assisted-by: Codex:GPT-5 [Codex]

* feat(ui): show model artifact download progress

Assisted-by: Codex:GPT-5 [Codex]

* Eagerly materialize Hugging Face artifacts

Materialize HF-backed model references as managed GGUF artifacts during load, with lazy download retained only as fallback.

Assisted-by: Codex:GPT-5 [shell]

* Refactor HF
  downloads through a shared executor

Assisted-by: Codex:GPT-5 [shell]

* drop

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
This commit is contained in:
LocalAI [bot]
2026-07-15 01:09:33 +02:00
committed by GitHub
parent d82c38ee77
commit bcc41219f7
83 changed files with 4315 additions and 339 deletions
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17
backend/python/nemo/backend.py
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@@ -17,6 +17,7 @@ import grpc
sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..', 'common'))
sys.path.insert(0, os.path.join(os.path.dirname(__file__), 'common'))
from grpc_auth import get_auth_interceptors
from model_utils import require_snapshot_file, resolve_model_reference
@@ -70,11 +71,21 @@ class BackendServicer(backend_pb2_grpc.BackendServicer):
value = value.lower() == "true"
self.options[key] = value
model_name = request.Model or "nvidia/parakeet-tdt-0.6b-v3"
model_ref, local_only = resolve_model_reference(
request, "nvidia/parakeet-tdt-0.6b-v3"
)
try:
print(f"Loading NEMO ASR model from {model_name}", file=sys.stderr)
self.model = nemo_asr.models.ASRModel.from_pretrained(model_name=model_name)
print(f"Loading NEMO ASR model from {model_ref}", file=sys.stderr)
if local_only:
checkpoint = require_snapshot_file(model_ref, ".nemo")
self.model = nemo_asr.models.ASRModel.restore_from(
restore_path=checkpoint
)
else:
self.model = nemo_asr.models.ASRModel.from_pretrained(
model_name=model_ref
)
print("NEMO ASR model loaded successfully", file=sys.stderr)
except Exception as err:
print(f"[ERROR] LoadModel failed: {err}", file=sys.stderr)