Introduce weight util for shared methods
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@ -6,7 +6,7 @@ from mlx.utils import tree_flatten
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from mlx.utils import tree_unflatten
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from safetensors import safe_open
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from flux_1.weights.weight_handler import WeightHandler
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from flux_1.weights.weight_util import WeightUtil
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log = logging.getLogger(__name__)
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@ -86,8 +86,8 @@ class LoraUtil:
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def _lora_transformer(lora_file: Path) -> (dict, int):
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quantization_level = safe_open(lora_file, framework="pt").metadata().get("quantization_level")
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weights = list(mx.load(str(lora_file)).items())
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weights = [WeightHandler.reshape_weights(k, v) for k, v in weights]
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weights = WeightHandler.flatten(weights)
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weights = [WeightUtil.reshape_weights(k, v) for k, v in weights]
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weights = WeightUtil.flatten(weights)
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unflatten = tree_unflatten(weights)
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for block in unflatten["transformer"]["transformer_blocks"]:
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block["ff"] = {
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@ -5,8 +5,8 @@ from huggingface_hub import snapshot_download
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from mlx.utils import tree_unflatten
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from safetensors import safe_open
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from flux_1.config.config import Config
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from flux_1.weights.lora_util import LoraUtil
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from flux_1.weights.weight_util import WeightUtil
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class WeightHandler:
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@ -117,22 +117,11 @@ class WeightHandler:
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return tree_unflatten(weights), quantization_level
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# Huggingface weights needs to be reshaped
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weights = [WeightHandler.reshape_weights(k, v) for k, v in weights]
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weights = WeightHandler.flatten(weights)
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weights = [WeightUtil.reshape_weights(k, v) for k, v in weights]
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weights = WeightUtil.flatten(weights)
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unflatten = tree_unflatten(weights)
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return unflatten, quantization_level
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@staticmethod
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def flatten(params):
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return [(k, v) for p in params for (k, v) in p]
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@staticmethod
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def reshape_weights(key, value):
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if len(value.shape) == 4:
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value = value.transpose(0, 2, 3, 1)
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value = value.reshape(-1).reshape(value.shape).astype(Config.precision)
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return [(key, value)]
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@staticmethod
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def _download_or_get_cached_weights(repo_id: str) -> Path:
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return Path(
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15
src/flux_1/weights/weight_util.py
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15
src/flux_1/weights/weight_util.py
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@ -0,0 +1,15 @@
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from flux_1.config.config import Config
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class WeightUtil:
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@staticmethod
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def flatten(params):
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return [(k, v) for p in params for (k, v) in p]
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@staticmethod
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def reshape_weights(key, value):
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if len(value.shape) == 4:
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value = value.transpose(0, 2, 3, 1)
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value = value.reshape(-1).reshape(value.shape).astype(Config.precision)
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return [(key, value)]
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