Instructions to use vidfom/Ltx-3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use vidfom/Ltx-3 with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="vidfom/Ltx-3", filename="ComfyUI/models/text_encoders/gemma-3-12b-it-qat-UD-Q4_K_XL.gguf", )
llm.create_chat_completion( messages = "No input example has been defined for this model task." )
- Notebooks
- Google Colab
- Kaggle
- Local Apps
- llama.cpp
How to use vidfom/Ltx-3 with llama.cpp:
Install from brew
brew install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama-server -hf vidfom/Ltx-3:UD-Q4_K_XL # Run inference directly in the terminal: llama-cli -hf vidfom/Ltx-3:UD-Q4_K_XL
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama-server -hf vidfom/Ltx-3:UD-Q4_K_XL # Run inference directly in the terminal: llama-cli -hf vidfom/Ltx-3:UD-Q4_K_XL
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf vidfom/Ltx-3:UD-Q4_K_XL # Run inference directly in the terminal: ./llama-cli -hf vidfom/Ltx-3:UD-Q4_K_XL
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf vidfom/Ltx-3:UD-Q4_K_XL # Run inference directly in the terminal: ./build/bin/llama-cli -hf vidfom/Ltx-3:UD-Q4_K_XL
Use Docker
docker model run hf.co/vidfom/Ltx-3:UD-Q4_K_XL
- LM Studio
- Jan
- Ollama
How to use vidfom/Ltx-3 with Ollama:
ollama run hf.co/vidfom/Ltx-3:UD-Q4_K_XL
- Unsloth Studio new
How to use vidfom/Ltx-3 with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for vidfom/Ltx-3 to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for vidfom/Ltx-3 to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for vidfom/Ltx-3 to start chatting
- Docker Model Runner
How to use vidfom/Ltx-3 with Docker Model Runner:
docker model run hf.co/vidfom/Ltx-3:UD-Q4_K_XL
- Lemonade
How to use vidfom/Ltx-3 with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull vidfom/Ltx-3:UD-Q4_K_XL
Run and chat with the model
lemonade run user.Ltx-3-UD-Q4_K_XL
List all available models
lemonade list
File size: 16,235 Bytes
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import os
import tempfile
from datetime import datetime
from pathlib import Path
from unittest.mock import patch
import pytest
from sqlalchemy import create_engine
from sqlalchemy.orm import Session
from app.assets.database.models import (
Asset,
AssetReference,
AssetReferenceTag,
Base,
Tag,
)
from app.assets.database.queries.asset_reference import (
bulk_insert_references_ignore_conflicts,
get_references_for_prefixes,
get_unenriched_references,
restore_references_by_paths,
)
from app.assets.scanner import sync_references_with_filesystem
from app.assets.services.file_utils import get_mtime_ns
@pytest.fixture
def db_engine():
engine = create_engine("sqlite:///:memory:")
Base.metadata.create_all(engine)
return engine
@pytest.fixture
def session(db_engine):
with Session(db_engine) as sess:
yield sess
@pytest.fixture
def temp_dir():
with tempfile.TemporaryDirectory() as tmpdir:
yield Path(tmpdir)
def _create_file(temp_dir: Path, name: str, content: bytes = b"\x00" * 100) -> str:
"""Create a file and return its absolute path (no symlink resolution)."""
p = temp_dir / name
p.parent.mkdir(parents=True, exist_ok=True)
p.write_bytes(content)
return os.path.abspath(str(p))
def _stat_mtime_ns(path: str) -> int:
return get_mtime_ns(os.stat(path, follow_symlinks=True))
def _make_asset(
session: Session,
asset_id: str,
file_path: str,
ref_id: str,
*,
asset_hash: str | None = None,
size_bytes: int = 100,
mtime_ns: int | None = None,
needs_verify: bool = False,
is_missing: bool = False,
) -> tuple[Asset, AssetReference]:
"""Insert an Asset + AssetReference and flush."""
asset = session.get(Asset, asset_id)
if asset is None:
asset = Asset(id=asset_id, hash=asset_hash, size_bytes=size_bytes)
session.add(asset)
session.flush()
ref = AssetReference(
id=ref_id,
asset_id=asset_id,
name=f"test-{ref_id}",
owner_id="system",
file_path=file_path,
mtime_ns=mtime_ns,
needs_verify=needs_verify,
is_missing=is_missing,
)
session.add(ref)
session.flush()
return asset, ref
def _ensure_missing_tag(session: Session):
"""Ensure the 'missing' tag exists."""
if not session.get(Tag, "missing"):
session.add(Tag(name="missing", tag_type="system"))
session.flush()
class _VerifyCase:
def __init__(self, id, stat_unchanged, needs_verify_before, expect_needs_verify):
self.id = id
self.stat_unchanged = stat_unchanged
self.needs_verify_before = needs_verify_before
self.expect_needs_verify = expect_needs_verify
VERIFY_CASES = [
_VerifyCase(
id="unchanged_clears_verify",
stat_unchanged=True,
needs_verify_before=True,
expect_needs_verify=False,
),
_VerifyCase(
id="unchanged_keeps_clear",
stat_unchanged=True,
needs_verify_before=False,
expect_needs_verify=False,
),
_VerifyCase(
id="changed_sets_verify",
stat_unchanged=False,
needs_verify_before=False,
expect_needs_verify=True,
),
_VerifyCase(
id="changed_keeps_verify",
stat_unchanged=False,
needs_verify_before=True,
expect_needs_verify=True,
),
]
@pytest.mark.parametrize("case", VERIFY_CASES, ids=lambda c: c.id)
def test_needs_verify_toggling(session, temp_dir, case):
"""needs_verify is set/cleared based on mtime+size match."""
fp = _create_file(temp_dir, "model.bin")
real_mtime = _stat_mtime_ns(fp)
mtime_for_db = real_mtime if case.stat_unchanged else real_mtime + 1
_make_asset(
session, "a1", fp, "r1",
asset_hash="blake3:abc",
mtime_ns=mtime_for_db,
needs_verify=case.needs_verify_before,
)
session.commit()
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[str(temp_dir)]):
sync_references_with_filesystem(session, "models")
session.commit()
session.expire_all()
ref = session.get(AssetReference, "r1")
assert ref.needs_verify is case.expect_needs_verify
class _MissingCase:
def __init__(self, id, file_exists, expect_is_missing):
self.id = id
self.file_exists = file_exists
self.expect_is_missing = expect_is_missing
MISSING_CASES = [
_MissingCase(id="existing_file_not_missing", file_exists=True, expect_is_missing=False),
_MissingCase(id="missing_file_marked_missing", file_exists=False, expect_is_missing=True),
]
@pytest.mark.parametrize("case", MISSING_CASES, ids=lambda c: c.id)
def test_is_missing_flag(session, temp_dir, case):
"""is_missing reflects whether the file exists on disk."""
if case.file_exists:
fp = _create_file(temp_dir, "model.bin")
mtime = _stat_mtime_ns(fp)
else:
fp = str(temp_dir / "gone.bin")
mtime = 999
_make_asset(session, "a1", fp, "r1", asset_hash="blake3:abc", mtime_ns=mtime)
session.commit()
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[str(temp_dir)]):
sync_references_with_filesystem(session, "models")
session.commit()
session.expire_all()
ref = session.get(AssetReference, "r1")
assert ref.is_missing is case.expect_is_missing
def test_seed_asset_all_missing_deletes_asset(session, temp_dir):
"""Seed asset with all refs missing gets deleted entirely."""
fp = str(temp_dir / "gone.bin")
_make_asset(session, "seed1", fp, "r1", asset_hash=None, mtime_ns=999)
session.commit()
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[str(temp_dir)]):
sync_references_with_filesystem(session, "models")
session.commit()
assert session.get(Asset, "seed1") is None
assert session.get(AssetReference, "r1") is None
def test_seed_asset_some_exist_returns_survivors(session, temp_dir):
"""Seed asset with at least one existing ref survives and is returned."""
fp = _create_file(temp_dir, "model.bin")
mtime = _stat_mtime_ns(fp)
_make_asset(session, "seed1", fp, "r1", asset_hash=None, mtime_ns=mtime)
session.commit()
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[str(temp_dir)]):
survivors = sync_references_with_filesystem(
session, "models", collect_existing_paths=True,
)
session.commit()
assert session.get(Asset, "seed1") is not None
assert os.path.abspath(fp) in survivors
def test_hashed_asset_prunes_missing_refs_when_one_is_ok(session, temp_dir):
"""Hashed asset with one stat-unchanged ref deletes missing refs."""
fp_ok = _create_file(temp_dir, "good.bin")
fp_gone = str(temp_dir / "gone.bin")
mtime = _stat_mtime_ns(fp_ok)
_make_asset(session, "h1", fp_ok, "r_ok", asset_hash="blake3:aaa", mtime_ns=mtime)
# Second ref on same asset, file missing
ref_gone = AssetReference(
id="r_gone", asset_id="h1", name="gone",
owner_id="system", file_path=fp_gone, mtime_ns=999,
)
session.add(ref_gone)
session.commit()
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[str(temp_dir)]):
sync_references_with_filesystem(session, "models")
session.commit()
session.expire_all()
assert session.get(AssetReference, "r_ok") is not None
assert session.get(AssetReference, "r_gone") is None
def test_hashed_asset_all_missing_keeps_refs(session, temp_dir):
"""Hashed asset with all refs missing keeps refs (no pruning)."""
fp = str(temp_dir / "gone.bin")
_make_asset(session, "h1", fp, "r1", asset_hash="blake3:aaa", mtime_ns=999)
session.commit()
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[str(temp_dir)]):
sync_references_with_filesystem(session, "models")
session.commit()
session.expire_all()
assert session.get(AssetReference, "r1") is not None
ref = session.get(AssetReference, "r1")
assert ref.is_missing is True
def test_missing_tag_added_when_all_refs_gone(session, temp_dir):
"""Missing tag is added to hashed asset when all refs are missing."""
_ensure_missing_tag(session)
fp = str(temp_dir / "gone.bin")
_make_asset(session, "h1", fp, "r1", asset_hash="blake3:aaa", mtime_ns=999)
session.commit()
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[str(temp_dir)]):
sync_references_with_filesystem(
session, "models", update_missing_tags=True,
)
session.commit()
session.expire_all()
tag_link = session.get(AssetReferenceTag, ("r1", "missing"))
assert tag_link is not None
def test_missing_tag_removed_when_ref_ok(session, temp_dir):
"""Missing tag is removed from hashed asset when a ref is stat-unchanged."""
_ensure_missing_tag(session)
fp = _create_file(temp_dir, "model.bin")
mtime = _stat_mtime_ns(fp)
_make_asset(session, "h1", fp, "r1", asset_hash="blake3:aaa", mtime_ns=mtime)
# Pre-add a stale missing tag
session.add(AssetReferenceTag(
asset_reference_id="r1", tag_name="missing", origin="automatic",
))
session.commit()
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[str(temp_dir)]):
sync_references_with_filesystem(
session, "models", update_missing_tags=True,
)
session.commit()
session.expire_all()
tag_link = session.get(AssetReferenceTag, ("r1", "missing"))
assert tag_link is None
def test_missing_tags_not_touched_when_flag_false(session, temp_dir):
"""Missing tags are not modified when update_missing_tags=False."""
_ensure_missing_tag(session)
fp = str(temp_dir / "gone.bin")
_make_asset(session, "h1", fp, "r1", asset_hash="blake3:aaa", mtime_ns=999)
session.commit()
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[str(temp_dir)]):
sync_references_with_filesystem(
session, "models", update_missing_tags=False,
)
session.commit()
tag_link = session.get(AssetReferenceTag, ("r1", "missing"))
assert tag_link is None # tag was never added
def test_returns_none_when_collect_false(session, temp_dir):
fp = _create_file(temp_dir, "model.bin")
mtime = _stat_mtime_ns(fp)
_make_asset(session, "a1", fp, "r1", asset_hash="blake3:abc", mtime_ns=mtime)
session.commit()
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[str(temp_dir)]):
result = sync_references_with_filesystem(
session, "models", collect_existing_paths=False,
)
assert result is None
def test_returns_empty_set_for_no_prefixes(session):
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[]):
result = sync_references_with_filesystem(
session, "models", collect_existing_paths=True,
)
assert result == set()
def test_no_references_is_noop(session, temp_dir):
"""No crash and no side effects when there are no references."""
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[str(temp_dir)]):
survivors = sync_references_with_filesystem(
session, "models", collect_existing_paths=True,
)
session.commit()
assert survivors == set()
# ---------------------------------------------------------------------------
# Soft-delete persistence across scanner operations
# ---------------------------------------------------------------------------
def _soft_delete_ref(session: Session, ref_id: str) -> None:
"""Mark a reference as soft-deleted (mimics the API DELETE behaviour)."""
ref = session.get(AssetReference, ref_id)
ref.deleted_at = datetime(2025, 1, 1)
session.flush()
def test_soft_deleted_ref_excluded_from_get_references_for_prefixes(session, temp_dir):
"""get_references_for_prefixes skips soft-deleted references."""
fp = _create_file(temp_dir, "model.bin")
mtime = _stat_mtime_ns(fp)
_make_asset(session, "a1", fp, "r1", asset_hash="blake3:abc", mtime_ns=mtime)
_soft_delete_ref(session, "r1")
session.commit()
rows = get_references_for_prefixes(session, [str(temp_dir)], include_missing=True)
assert len(rows) == 0
def test_sync_does_not_resurrect_soft_deleted_ref(session, temp_dir):
"""Scanner sync leaves soft-deleted refs untouched even when file exists on disk."""
fp = _create_file(temp_dir, "model.bin")
mtime = _stat_mtime_ns(fp)
_make_asset(session, "a1", fp, "r1", asset_hash="blake3:abc", mtime_ns=mtime)
_soft_delete_ref(session, "r1")
session.commit()
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[str(temp_dir)]):
sync_references_with_filesystem(session, "models")
session.commit()
session.expire_all()
ref = session.get(AssetReference, "r1")
assert ref.deleted_at is not None, "soft-deleted ref must stay deleted after sync"
def test_bulk_insert_does_not_overwrite_soft_deleted_ref(session, temp_dir):
"""bulk_insert_references_ignore_conflicts cannot replace a soft-deleted row."""
fp = _create_file(temp_dir, "model.bin")
mtime = _stat_mtime_ns(fp)
_make_asset(session, "a1", fp, "r1", asset_hash="blake3:abc", mtime_ns=mtime)
_soft_delete_ref(session, "r1")
session.commit()
now = datetime.now(tz=None)
bulk_insert_references_ignore_conflicts(session, [
{
"id": "r_new",
"asset_id": "a1",
"file_path": fp,
"name": "model.bin",
"owner_id": "",
"mtime_ns": mtime,
"preview_id": None,
"user_metadata": None,
"created_at": now,
"updated_at": now,
"last_access_time": now,
}
])
session.commit()
session.expire_all()
# Original row is still the soft-deleted one
ref = session.get(AssetReference, "r1")
assert ref is not None
assert ref.deleted_at is not None
# The new row was not inserted (conflict on file_path)
assert session.get(AssetReference, "r_new") is None
def test_restore_references_by_paths_skips_soft_deleted(session, temp_dir):
"""restore_references_by_paths does not clear is_missing on soft-deleted refs."""
fp = _create_file(temp_dir, "model.bin")
mtime = _stat_mtime_ns(fp)
_make_asset(
session, "a1", fp, "r1",
asset_hash="blake3:abc", mtime_ns=mtime, is_missing=True,
)
_soft_delete_ref(session, "r1")
session.commit()
restored = restore_references_by_paths(session, [fp])
session.commit()
assert restored == 0
session.expire_all()
ref = session.get(AssetReference, "r1")
assert ref.is_missing is True, "is_missing must not be cleared on soft-deleted ref"
assert ref.deleted_at is not None
def test_get_unenriched_references_excludes_soft_deleted(session, temp_dir):
"""Enrichment queries do not pick up soft-deleted references."""
fp = _create_file(temp_dir, "model.bin")
mtime = _stat_mtime_ns(fp)
_make_asset(session, "a1", fp, "r1", asset_hash="blake3:abc", mtime_ns=mtime)
_soft_delete_ref(session, "r1")
session.commit()
rows = get_unenriched_references(session, [str(temp_dir)], max_level=2)
assert len(rows) == 0
def test_sync_ignores_soft_deleted_seed_asset(session, temp_dir):
"""Soft-deleted seed ref is not garbage-collected even when file is missing."""
fp = str(temp_dir / "gone.bin") # file does not exist
_make_asset(session, "seed1", fp, "r1", asset_hash=None, mtime_ns=999)
_soft_delete_ref(session, "r1")
session.commit()
with patch("app.assets.scanner.get_prefixes_for_root", return_value=[str(temp_dir)]):
sync_references_with_filesystem(session, "models")
session.commit()
session.expire_all()
# Asset and ref must still exist — scanner did not see the soft-deleted row
assert session.get(Asset, "seed1") is not None
assert session.get(AssetReference, "r1") is not None
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