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Function _load_shard_file

src/diffusers/models/model_loading_utils.py:340–385  ·  view source on GitHub ↗
(
    shard_file,
    model,
    model_state_dict,
    device_map=None,
    dtype=None,
    hf_quantizer=None,
    keep_in_fp32_modules=None,
    dduf_entries=None,
    loaded_keys=None,
    unexpected_keys=None,
    offload_index=None,
    offload_folder=None,
    state_dict_index=None,
    state_dict_folder=None,
    ignore_mismatched_sizes=False,
    low_cpu_mem_usage=False,
    disable_mmap=False,
)

Source from the content-addressed store, hash-verified

338
339
340def _load_shard_file(
341 shard_file,
342 model,
343 model_state_dict,
344 device_map=None,
345 dtype=None,
346 hf_quantizer=None,
347 keep_in_fp32_modules=None,
348 dduf_entries=None,
349 loaded_keys=None,
350 unexpected_keys=None,
351 offload_index=None,
352 offload_folder=None,
353 state_dict_index=None,
354 state_dict_folder=None,
355 ignore_mismatched_sizes=False,
356 low_cpu_mem_usage=False,
357 disable_mmap=False,
358):
359 state_dict = load_state_dict(shard_file, dduf_entries=dduf_entries, disable_mmap=disable_mmap)
360 mismatched_keys = _find_mismatched_keys(
361 state_dict,
362 model_state_dict,
363 loaded_keys,
364 ignore_mismatched_sizes,
365 )
366 error_msgs = []
367 if low_cpu_mem_usage:
368 offload_index, state_dict_index = load_model_dict_into_meta(
369 model,
370 state_dict,
371 device_map=device_map,
372 dtype=dtype,
373 hf_quantizer=hf_quantizer,
374 keep_in_fp32_modules=keep_in_fp32_modules,
375 unexpected_keys=unexpected_keys,
376 offload_folder=offload_folder,
377 offload_index=offload_index,
378 state_dict_index=state_dict_index,
379 state_dict_folder=state_dict_folder,
380 )
381 else:
382 assign_to_params_buffers = check_support_param_buffer_assignment(model, state_dict)
383
384 error_msgs += _load_state_dict_into_model(model, state_dict, assign_to_params_buffers)
385 return offload_index, state_dict_index, mismatched_keys, error_msgs
386
387
388def _load_shard_files_with_threadpool(

Callers

nothing calls this directly

Calls 5

load_state_dictFunction · 0.85
_find_mismatched_keysFunction · 0.85

Tested by

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