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src/maxdiffusion/models/ltx2/transformer_ltx2.py

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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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from typing import Optional, Tuple, Any, Dict, Union
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from typing import Optional, Tuple, Any, Dict
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import jax
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import jax.numpy as jnp
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from flax import nnx
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from maxdiffusion.models.attention_flax import NNXSimpleFeedForward
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from maxdiffusion.models.embeddings_flax import NNXPixArtAlphaCombinedTimestepSizeEmbeddings, NNXPixArtAlphaTextProjection
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from maxdiffusion.models.gradient_checkpoint import GradientCheckpointType
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from maxdiffusion.common_types import BlockSizes
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from maxdiffusion.configuration_utils import ConfigMixin, register_to_config
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from maxdiffusion.configuration_utils import ConfigMixin, register_to_config
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