indexed deduplicated safetensors
Browse files- _safetensors.py +5 -3
- scripts/compare_safetensors.py +23 -1
_safetensors.py
CHANGED
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@@ -25,7 +25,9 @@ class WritingSafeTensors:
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image_of = self.hash_map.setdefault(tensor_hash, name)
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if image_of is not name:
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self.file.undo(name, tensor)
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-
self.weight_map[image_of]
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else:
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print(name, '...')
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if self.file.size >= self.file_size:
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@@ -38,7 +40,7 @@ class WritingSafeTensors:
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ct += 1
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self.file = self.File(f'{self.name}-{ct:05}.safetensors', index = ct)
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self.files[self.file.filename] = self.file
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self.file.add(name, tensor)
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self.weight_map[name] = self.file
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def finalize(self):
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if len(self.files) == 1:
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@@ -62,7 +64,7 @@ class WritingSafeTensors:
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k: v if type(v) in [int, float, str, list, tuple, dict] else str(v)
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for k, v in self.metadata.items()
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},
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'total_size':
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},
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'weight_map': {
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name: file.filename
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image_of = self.hash_map.setdefault(tensor_hash, name)
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if image_of is not name:
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self.file.undo(name, tensor)
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image_file = self.weight_map[image_of]
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image_file.add(name, tensor, return_hash=False, image_of=image_of)
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self.weight_map[name] = image_file
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else:
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print(name, '...')
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if self.file.size >= self.file_size:
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ct += 1
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self.file = self.File(f'{self.name}-{ct:05}.safetensors', index = ct)
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self.files[self.file.filename] = self.file
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+
self.file.add(name, tensor, return_hash=False)
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self.weight_map[name] = self.file
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def finalize(self):
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if len(self.files) == 1:
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k: v if type(v) in [int, float, str, list, tuple, dict] else str(v)
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for k, v in self.metadata.items()
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},
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+
'total_size': total_size,
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},
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'weight_map': {
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name: file.filename
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scripts/compare_safetensors.py
CHANGED
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@@ -1,10 +1,32 @@
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#!/usr/bin/env python3
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import safetensors.torch, torch # any tensor library would work
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def compare(*fns):
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global files, mismatching_keys, avgs, dists, errs
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files = [
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assert set(files[0].keys()) == set(files[1].keys())
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#!/usr/bin/env python3
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import safetensors.torch, torch # any tensor library would work
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def safe_open(filename, framework):
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if filename.endswith('.json'):
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class IndexFile:
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def __init__(self, filename, framework):
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import json
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with open(filename) as fh:
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index = json.load(fh)
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files = {
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file: safetensors.safe_open(file, framework=framework)
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for file in index['weight_map'].values()
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}
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self.weight_map = {k:files[v] for k,v in index['weight_map'].items()}
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def get_tensor(self, name):
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return self.weight_map[name].get_tensor(name)
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def get_slice(self, name):
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return self.weight_map[name].get_slice(name)
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def keys(self):
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return self.weight_map.keys()
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return IndexFile(filename, framework=framework)
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else:
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return safetensors.safe_open(filename, framework=framework)
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def compare(*fns):
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global files, mismatching_keys, avgs, dists, errs
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files = [safe_open(files, framework='pt') for files in fns]
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assert set(files[0].keys()) == set(files[1].keys())
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