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‎.github/CODEOWNERS

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# -----------------------------------------------------------------------------
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#
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# Copyright (c) 2024 Qualcomm Innovation Center, Inc. All rights reserved.
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# Copyright (c) Qualcomm Technologies, Inc. and/or its subsidiaries.
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# SPDX-License-Identifier: BSD-3-Clause
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‎LICENSE

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Copyright (c) 2024, Qualcomm Innovation Center, Inc. All rights reserved.
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Copyright (c) Qualcomm Technologies, Inc. and/or its subsidiaries.
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Redistribution and use in source and binary forms, with or without
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modification, are permitted provided that the following conditions are met:
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disclaimer in the documentation and/or other materials provided
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with the distribution.
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* Neither the name of Qualcomm Innovation Center, Inc. nor the names of its
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* Neither the name of Qualcomm Technologies, Inc. nor the names of its
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contributors may be used to endorse or promote products derived
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from this software without specific prior written permission.
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‎QEfficient/__init__.py

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# Copyright (c) 2025 Qualcomm Innovation Center, Inc. All rights reserved.
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# Copyright (c) Qualcomm Technologies, Inc. and/or its subsidiaries.
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‎QEfficient/base/__init__.py

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# Copyright (c) 2024 Qualcomm Innovation Center, Inc. All rights reserved.
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# Copyright (c) Qualcomm Technologies, Inc. and/or its subsidiaries.
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‎QEfficient/base/common.py

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‎QEfficient/base/modeling_qeff.py

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‎QEfficient/base/onnx_transforms.py

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‎QEfficient/base/pytorch_transforms.py

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‎QEfficient/cloud/__init__.py

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‎QEfficient/cloud/compile.py

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‎QEfficient/cloud/execute.py

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‎QEfficient/cloud/export.py

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# Copyright (c) Qualcomm Technologies, Inc. and/or its subsidiaries.
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‎QEfficient/cloud/finetune.py

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import math
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import random
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import warnings
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from typing import Any, Dict, Optional, Union
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get_custom_data_collator,
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get_preprocessed_dataset,
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)
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from QEfficient.finetune.utils.device_map import get_device_map
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from QEfficient.finetune.utils.train_utils import get_longest_seq_length, print_model_size, train
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from QEfficient.utils._utils import get_num_layers_from_config, login_and_download_hf_lm
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warnings.filterwarnings("ignore")
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def get_device_map(rank, num_pp_stages, num_layers):
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"""Returns device map for model layers and given process rank based on number of pipeline stages.
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Args:
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rank (int): process rank
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num_pp_stages (int): number of stages in pipeline
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num_layers (int): total number of layers in the models
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Dict: A dictionary of layers and corresponding device id.
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Notes:
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- This device map structure is verified for llama models only.
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"""
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device_map = {
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"model.embed_tokens": rank * num_pp_stages,
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"lm_head": rank * num_pp_stages,
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"model.norm": rank * num_pp_stages + (num_pp_stages - 1),
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"model.rotary_emb": rank * num_pp_stages + (num_pp_stages - 1),
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}
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n_layer_per_stage = math.ceil(num_layers / num_pp_stages)
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for j in range(num_pp_stages):
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for i in range(n_layer_per_stage * j, min(n_layer_per_stage * (j + 1), num_layers)):
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device_map[f"model.layers.{i}"] = rank * num_pp_stages + j
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return device_map
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def setup_distributed_training(train_config: TrainConfig) -> None:
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"""Initialize distributed training environment if enabled.
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‎QEfficient/cloud/infer.py

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‎QEfficient/compile/__init__.py

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‎QEfficient/compile/compile_helper.py

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‎QEfficient/compile/qnn_compiler.py

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‎QEfficient/customop/__init__.py

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‎QEfficient/customop/ctx_scatter_gather.py

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‎QEfficient/customop/ctx_scatter_gather_cb.py

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‎QEfficient/customop/matmulnbits.py

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‎QEfficient/customop/rms_norm.py

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‎QEfficient/exporter/__init__.py

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‎QEfficient/exporter/export_hf_to_cloud_ai_100.py

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‎QEfficient/exporter/export_utils.py

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‎QEfficient/finetune/__init__.py

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‎QEfficient/finetune/configs/__init__.py

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‎QEfficient/finetune/configs/dataset_config.py

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‎QEfficient/finetune/configs/peft_config.py

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‎QEfficient/finetune/configs/training.py

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‎QEfficient/finetune/data/__init__.py

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‎QEfficient/finetune/data/sampler.py

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‎QEfficient/finetune/dataset/__init__.py

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‎QEfficient/finetune/dataset/alpaca_dataset.py

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‎QEfficient/finetune/dataset/custom_dataset.py

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‎QEfficient/finetune/dataset/dataset_config.py

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‎QEfficient/finetune/dataset/grammar_dataset.py

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‎QEfficient/finetune/dataset/gsm8k_dataset.py

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‎QEfficient/finetune/dataset/imdb_dataset.py

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‎QEfficient/finetune/dataset/samsum_dataset.py

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‎QEfficient/finetune/eval.py

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‎QEfficient/finetune/utils/__init__.py

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‎QEfficient/finetune/utils/config_utils.py

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