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src/maxdiffusion/models/ltx_video/gradient_checkpoint.py

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# Copyright 2025 Lightricks Ltd.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# https://github.com/Lightricks/LTX-Video/blob/main/LICENSE
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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# This implementation is based on the Torch version available at:
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# https://github.com/Lightricks/LTX-Video/tree/main
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from enum import Enum, auto
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from typing import Optional
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src/maxdiffusion/models/ltx_video/linear.py

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# Copyright 2025 Lightricks Ltd.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# https://github.com/Lightricks/LTX-Video/blob/main/LICENSE
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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# This implementation is based on the Torch version available at:
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# https://github.com/Lightricks/LTX-Video/tree/main
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from typing import Union, Iterable, Tuple, Optional, Callable
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import numpy as np

src/maxdiffusion/models/ltx_video/repeatable_layer.py

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# Copyright 2025 Lightricks Ltd.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# https://github.com/Lightricks/LTX-Video/blob/main/LICENSE
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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# This implementation is based on the Torch version available at:
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# https://github.com/Lightricks/LTX-Video/tree/main
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from dataclasses import field
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from typing import Any, Callable, Dict, List, Tuple, Optional
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src/maxdiffusion/models/ltx_video/transformers/activations.py

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# Copyright 2025 Lightricks Ltd.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# https://github.com/Lightricks/LTX-Video/blob/main/LICENSE
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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# This implementation is based on the Torch version available at:
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# https://github.com/Lightricks/LTX-Video/tree/main
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from typing import Optional, Tuple
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import jax

src/maxdiffusion/models/ltx_video/transformers/adaln.py

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# Copyright 2025 Lightricks Ltd.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# https://github.com/Lightricks/LTX-Video/blob/main/LICENSE
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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# This implementation is based on the Torch version available at:
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# https://github.com/Lightricks/LTX-Video/tree/main
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from typing import Dict, Optional, Tuple
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import jax

src/maxdiffusion/models/ltx_video/transformers/attention.py

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# Copyright 2025 Lightricks Ltd.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# https://github.com/Lightricks/LTX-Video/blob/main/LICENSE
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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# This implementation is based on the Torch version available at:
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# https://github.com/Lightricks/LTX-Video/tree/main
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from functools import partial
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import math
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from typing import Any, Dict, Optional, Tuple

src/maxdiffusion/models/ltx_video/transformers/caption_projection.py

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# Copyright 2025 Lightricks Ltd.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# https://github.com/Lightricks/LTX-Video/blob/main/LICENSE
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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# This implementation is based on the Torch version available at:
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# https://github.com/Lightricks/LTX-Video/tree/main
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from flax import linen as nn
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import jax.numpy as jnp
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src/maxdiffusion/models/ltx_video/transformers/transformer3d.py

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# Copyright 2025 Lightricks Ltd.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# https://github.com/Lightricks/LTX-Video/blob/main/LICENSE
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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# This implementation is based on the Torch version available at:
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# https://github.com/Lightricks/LTX-Video/tree/main
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from typing import List, Optional, Tuple
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import jax

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