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: 17,684 Bytes
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import pytest
from sqlalchemy.orm import Session
from app.assets.database.models import Asset, AssetReference
from app.assets.database.queries import (
list_references_by_asset_id,
upsert_reference,
get_unreferenced_unhashed_asset_ids,
delete_assets_by_ids,
get_references_for_prefixes,
bulk_update_needs_verify,
delete_references_by_ids,
delete_orphaned_seed_asset,
bulk_insert_references_ignore_conflicts,
get_references_by_paths_and_asset_ids,
mark_references_missing_outside_prefixes,
restore_references_by_paths,
)
from app.assets.helpers import select_best_live_path, get_utc_now
def _make_asset(session: Session, hash_val: str | None = None, size: int = 1024) -> Asset:
asset = Asset(hash=hash_val, size_bytes=size)
session.add(asset)
session.flush()
return asset
def _make_reference(
session: Session,
asset: Asset,
file_path: str,
name: str = "test",
mtime_ns: int | None = None,
needs_verify: bool = False,
) -> AssetReference:
now = get_utc_now()
ref = AssetReference(
asset_id=asset.id,
file_path=file_path,
name=name,
mtime_ns=mtime_ns,
needs_verify=needs_verify,
created_at=now,
updated_at=now,
last_access_time=now,
)
session.add(ref)
session.flush()
return ref
class TestListReferencesByAssetId:
def test_returns_empty_for_no_references(self, session: Session):
asset = _make_asset(session, "hash1")
refs = list_references_by_asset_id(session, asset_id=asset.id)
assert list(refs) == []
def test_returns_references_for_asset(self, session: Session):
asset = _make_asset(session, "hash1")
_make_reference(session, asset, "/path/a.bin", name="a")
_make_reference(session, asset, "/path/b.bin", name="b")
session.commit()
refs = list_references_by_asset_id(session, asset_id=asset.id)
paths = [r.file_path for r in refs]
assert set(paths) == {"/path/a.bin", "/path/b.bin"}
def test_does_not_return_other_assets_references(self, session: Session):
asset1 = _make_asset(session, "hash1")
asset2 = _make_asset(session, "hash2")
_make_reference(session, asset1, "/path/asset1.bin", name="a1")
_make_reference(session, asset2, "/path/asset2.bin", name="a2")
session.commit()
refs = list_references_by_asset_id(session, asset_id=asset1.id)
paths = [r.file_path for r in refs]
assert paths == ["/path/asset1.bin"]
class TestSelectBestLivePath:
def test_returns_empty_for_empty_list(self):
result = select_best_live_path([])
assert result == ""
def test_returns_empty_when_no_files_exist(self, session: Session):
asset = _make_asset(session, "hash1")
ref = _make_reference(session, asset, "/nonexistent/path.bin")
session.commit()
result = select_best_live_path([ref])
assert result == ""
def test_prefers_verified_path(self, session: Session, tmp_path):
"""needs_verify=False should be preferred."""
asset = _make_asset(session, "hash1")
verified_file = tmp_path / "verified.bin"
verified_file.write_bytes(b"data")
unverified_file = tmp_path / "unverified.bin"
unverified_file.write_bytes(b"data")
ref_verified = _make_reference(
session, asset, str(verified_file), name="verified", needs_verify=False
)
ref_unverified = _make_reference(
session, asset, str(unverified_file), name="unverified", needs_verify=True
)
session.commit()
refs = [ref_unverified, ref_verified]
result = select_best_live_path(refs)
assert result == str(verified_file)
def test_falls_back_to_existing_unverified(self, session: Session, tmp_path):
"""If all references need verification, return first existing path."""
asset = _make_asset(session, "hash1")
existing_file = tmp_path / "exists.bin"
existing_file.write_bytes(b"data")
ref = _make_reference(session, asset, str(existing_file), needs_verify=True)
session.commit()
result = select_best_live_path([ref])
assert result == str(existing_file)
class TestSelectBestLivePathWithMocking:
def test_handles_missing_file_path_attr(self):
"""Gracefully handle references with None file_path."""
class MockRef:
file_path = None
needs_verify = False
result = select_best_live_path([MockRef()])
assert result == ""
class TestUpsertReference:
@pytest.mark.parametrize(
"initial_mtime,second_mtime,expect_created,expect_updated,final_mtime",
[
# New reference creation
(None, 12345, True, False, 12345),
# Existing reference, same mtime - no update
(100, 100, False, False, 100),
# Existing reference, different mtime - update
(100, 200, False, True, 200),
],
ids=["new_reference", "existing_no_change", "existing_update_mtime"],
)
def test_upsert_scenarios(
self, session: Session, initial_mtime, second_mtime, expect_created, expect_updated, final_mtime
):
asset = _make_asset(session, "hash1")
file_path = f"/path_{initial_mtime}_{second_mtime}.bin"
name = f"file_{initial_mtime}_{second_mtime}"
# Create initial reference if needed
if initial_mtime is not None:
upsert_reference(session, asset_id=asset.id, file_path=file_path, name=name, mtime_ns=initial_mtime)
session.commit()
# The upsert call we're testing
created, updated = upsert_reference(
session, asset_id=asset.id, file_path=file_path, name=name, mtime_ns=second_mtime
)
session.commit()
assert created is expect_created
assert updated is expect_updated
ref = session.query(AssetReference).filter_by(file_path=file_path).one()
assert ref.mtime_ns == final_mtime
def test_upsert_restores_missing_reference(self, session: Session):
"""Upserting a reference that was marked missing should restore it."""
asset = _make_asset(session, "hash1")
file_path = "/restored/file.bin"
ref = _make_reference(session, asset, file_path, mtime_ns=100)
ref.is_missing = True
session.commit()
created, updated = upsert_reference(
session, asset_id=asset.id, file_path=file_path, name="restored", mtime_ns=100
)
session.commit()
assert created is False
assert updated is True
restored_ref = session.query(AssetReference).filter_by(file_path=file_path).one()
assert restored_ref.is_missing is False
class TestRestoreReferencesByPaths:
def test_restores_missing_references(self, session: Session):
asset = _make_asset(session, "hash1")
missing_path = "/missing/file.bin"
active_path = "/active/file.bin"
missing_ref = _make_reference(session, asset, missing_path, name="missing")
missing_ref.is_missing = True
_make_reference(session, asset, active_path, name="active")
session.commit()
restored = restore_references_by_paths(session, [missing_path])
session.commit()
assert restored == 1
ref = session.query(AssetReference).filter_by(file_path=missing_path).one()
assert ref.is_missing is False
def test_empty_list_restores_nothing(self, session: Session):
restored = restore_references_by_paths(session, [])
assert restored == 0
class TestMarkReferencesMissingOutsidePrefixes:
def test_marks_references_missing_outside_prefixes(self, session: Session, tmp_path):
asset = _make_asset(session, "hash1")
valid_dir = tmp_path / "valid"
valid_dir.mkdir()
invalid_dir = tmp_path / "invalid"
invalid_dir.mkdir()
valid_path = str(valid_dir / "file.bin")
invalid_path = str(invalid_dir / "file.bin")
_make_reference(session, asset, valid_path, name="valid")
_make_reference(session, asset, invalid_path, name="invalid")
session.commit()
marked = mark_references_missing_outside_prefixes(session, [str(valid_dir)])
session.commit()
assert marked == 1
all_refs = session.query(AssetReference).all()
assert len(all_refs) == 2
valid_ref = next(r for r in all_refs if r.file_path == valid_path)
invalid_ref = next(r for r in all_refs if r.file_path == invalid_path)
assert valid_ref.is_missing is False
assert invalid_ref.is_missing is True
def test_empty_prefixes_marks_nothing(self, session: Session):
asset = _make_asset(session, "hash1")
_make_reference(session, asset, "/some/path.bin")
session.commit()
marked = mark_references_missing_outside_prefixes(session, [])
assert marked == 0
class TestGetUnreferencedUnhashedAssetIds:
def test_returns_unreferenced_unhashed_assets(self, session: Session):
# Unhashed asset (hash=None) with no references (no file_path)
no_refs = _make_asset(session, hash_val=None)
# Unhashed asset with active reference (not unreferenced)
with_active_ref = _make_asset(session, hash_val=None)
_make_reference(session, with_active_ref, "/has/ref.bin", name="has_ref")
# Unhashed asset with only missing reference (should be unreferenced)
with_missing_ref = _make_asset(session, hash_val=None)
missing_ref = _make_reference(session, with_missing_ref, "/missing/ref.bin", name="missing_ref")
missing_ref.is_missing = True
# Regular asset (hash not None) - should not be returned
_make_asset(session, hash_val="blake3:regular")
session.commit()
unreferenced = get_unreferenced_unhashed_asset_ids(session)
assert no_refs.id in unreferenced
assert with_missing_ref.id in unreferenced
assert with_active_ref.id not in unreferenced
class TestDeleteAssetsByIds:
def test_deletes_assets_and_references(self, session: Session):
asset = _make_asset(session, "hash1")
_make_reference(session, asset, "/test/path.bin", name="test")
session.commit()
deleted = delete_assets_by_ids(session, [asset.id])
session.commit()
assert deleted == 1
assert session.query(Asset).count() == 0
assert session.query(AssetReference).count() == 0
def test_empty_list_deletes_nothing(self, session: Session):
_make_asset(session, "hash1")
session.commit()
deleted = delete_assets_by_ids(session, [])
assert deleted == 0
assert session.query(Asset).count() == 1
class TestGetReferencesForPrefixes:
def test_returns_references_matching_prefix(self, session: Session, tmp_path):
asset = _make_asset(session, "hash1")
dir1 = tmp_path / "dir1"
dir1.mkdir()
dir2 = tmp_path / "dir2"
dir2.mkdir()
path1 = str(dir1 / "file.bin")
path2 = str(dir2 / "file.bin")
_make_reference(session, asset, path1, name="file1", mtime_ns=100)
_make_reference(session, asset, path2, name="file2", mtime_ns=200)
session.commit()
rows = get_references_for_prefixes(session, [str(dir1)])
assert len(rows) == 1
assert rows[0].file_path == path1
def test_empty_prefixes_returns_empty(self, session: Session):
asset = _make_asset(session, "hash1")
_make_reference(session, asset, "/some/path.bin")
session.commit()
rows = get_references_for_prefixes(session, [])
assert rows == []
class TestBulkSetNeedsVerify:
def test_sets_needs_verify_flag(self, session: Session):
asset = _make_asset(session, "hash1")
ref1 = _make_reference(session, asset, "/path1.bin", needs_verify=False)
ref2 = _make_reference(session, asset, "/path2.bin", needs_verify=False)
session.commit()
updated = bulk_update_needs_verify(session, [ref1.id, ref2.id], True)
session.commit()
assert updated == 2
session.refresh(ref1)
session.refresh(ref2)
assert ref1.needs_verify is True
assert ref2.needs_verify is True
def test_empty_list_updates_nothing(self, session: Session):
updated = bulk_update_needs_verify(session, [], True)
assert updated == 0
class TestDeleteReferencesByIds:
def test_deletes_references_by_id(self, session: Session):
asset = _make_asset(session, "hash1")
ref1 = _make_reference(session, asset, "/path1.bin")
_make_reference(session, asset, "/path2.bin")
session.commit()
deleted = delete_references_by_ids(session, [ref1.id])
session.commit()
assert deleted == 1
assert session.query(AssetReference).count() == 1
def test_empty_list_deletes_nothing(self, session: Session):
deleted = delete_references_by_ids(session, [])
assert deleted == 0
class TestDeleteOrphanedSeedAsset:
@pytest.mark.parametrize(
"create_asset,expected_deleted,expected_count",
[
(True, True, 0), # Existing asset gets deleted
(False, False, 0), # Nonexistent returns False
],
ids=["deletes_existing", "nonexistent_returns_false"],
)
def test_delete_orphaned_seed_asset(
self, session: Session, create_asset, expected_deleted, expected_count
):
asset_id = "nonexistent-id"
if create_asset:
asset = _make_asset(session, hash_val=None)
asset_id = asset.id
_make_reference(session, asset, "/test/path.bin", name="test")
session.commit()
deleted = delete_orphaned_seed_asset(session, asset_id)
if create_asset:
session.commit()
assert deleted is expected_deleted
assert session.query(Asset).count() == expected_count
class TestBulkInsertReferencesIgnoreConflicts:
def test_inserts_multiple_references(self, session: Session):
asset = _make_asset(session, "hash1")
now = get_utc_now()
rows = [
{
"asset_id": asset.id,
"file_path": "/bulk1.bin",
"name": "bulk1",
"mtime_ns": 100,
"created_at": now,
"updated_at": now,
"last_access_time": now,
},
{
"asset_id": asset.id,
"file_path": "/bulk2.bin",
"name": "bulk2",
"mtime_ns": 200,
"created_at": now,
"updated_at": now,
"last_access_time": now,
},
]
bulk_insert_references_ignore_conflicts(session, rows)
session.commit()
assert session.query(AssetReference).count() == 2
def test_ignores_conflicts(self, session: Session):
asset = _make_asset(session, "hash1")
_make_reference(session, asset, "/existing.bin", mtime_ns=100)
session.commit()
now = get_utc_now()
rows = [
{
"asset_id": asset.id,
"file_path": "/existing.bin",
"name": "existing",
"mtime_ns": 999,
"created_at": now,
"updated_at": now,
"last_access_time": now,
},
{
"asset_id": asset.id,
"file_path": "/new.bin",
"name": "new",
"mtime_ns": 200,
"created_at": now,
"updated_at": now,
"last_access_time": now,
},
]
bulk_insert_references_ignore_conflicts(session, rows)
session.commit()
assert session.query(AssetReference).count() == 2
existing = session.query(AssetReference).filter_by(file_path="/existing.bin").one()
assert existing.mtime_ns == 100 # Original value preserved
def test_empty_list_is_noop(self, session: Session):
bulk_insert_references_ignore_conflicts(session, [])
assert session.query(AssetReference).count() == 0
class TestGetReferencesByPathsAndAssetIds:
def test_returns_matching_paths(self, session: Session):
asset1 = _make_asset(session, "hash1")
asset2 = _make_asset(session, "hash2")
_make_reference(session, asset1, "/path1.bin")
_make_reference(session, asset2, "/path2.bin")
session.commit()
path_to_asset = {
"/path1.bin": asset1.id,
"/path2.bin": asset2.id,
}
winners = get_references_by_paths_and_asset_ids(session, path_to_asset)
assert winners == {"/path1.bin", "/path2.bin"}
def test_excludes_non_matching_asset_ids(self, session: Session):
asset1 = _make_asset(session, "hash1")
asset2 = _make_asset(session, "hash2")
_make_reference(session, asset1, "/path1.bin")
session.commit()
# Path exists but with different asset_id
path_to_asset = {"/path1.bin": asset2.id}
winners = get_references_by_paths_and_asset_ids(session, path_to_asset)
assert winners == set()
def test_empty_dict_returns_empty(self, session: Session):
winners = get_references_by_paths_and_asset_ids(session, {})
assert winners == set()
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