docker/bloom13b/Megatron-DeepSpeed/tools/convert_checkpoint/inspect_deepspeed_checkpoint.py

import argparse
from deepspeed_checkpoint import DeepSpeedCheckpoint

def list_files(file_list, tag):
    print(f'Listing files: {tag}')
    for i, file in enumerate(file_list):
        print(f'{i+1}: {file}')

def parse_arguments():
    parser = argparse.ArgumentParser()
    parser.add_argument('--folder', default=None, type=str, help='DeepSpeed Checkpoint folder')
    parser.add_argument('--target_tp', default=None, type=int, help='Target TP degree')
    parser.add_argument('--target_pp', default=None, type=int, help='Target PP degree')
    args = parser.parse_args()
    print(f'args = {args}')
    return args 


def show_input_files(ds_checkpoint):
    list_files(ds_checkpoint.file_list, 'all')
    list_files(ds_checkpoint.zero_files, 'zero')
    list_files(ds_checkpoint.layer_files, 'layer')
    list_files(ds_checkpoint.mp_rank_files, 'mp rank')

def show_simple_state(ds_checkpoint):
    print(f'layer keys = {ds_checkpoint.layer_keys}')
    print(f'layer count = {ds_checkpoint.layer_count}')

    print(f'tp_degree_count = {ds_checkpoint.tp_degree}')
    print(f'pp_degree_count = {ds_checkpoint.pp_degree}')
    print(f'dp_degree_count = {ds_checkpoint.dp_degree}')

def show_mappings(ds_checkpoint):
    ds_checkpoint.show_pp_tranformer_map()
    ds_checkpoint.show_transformer_file_map()
    ds_checkpoint.show_tp_embedding_map()
    ds_checkpoint.show_tp_final_norm_map()

def show_state_summary(tag, sd):
    summary = {k:v.shape for k,v in sd.items()}
    print(f'{tag} = {summary}')

def show_embedding_states(ds_checkpoint):
    for i in range(0, ds_checkpoint.tp_degree):
        sd = ds_checkpoint.get_embedding_state(i)
        show_state_summary(f'embedding[{i}]', sd)

def show_final_norm_states(ds_checkpoint):
    for i in range(0, ds_checkpoint.tp_degree):
        sd = ds_checkpoint.get_final_norm_state(i)
        show_state_summary(f'final_norm[{i}]', sd)

def show_transformer_states(ds_checkpoint):
    for i in range(0, ds_checkpoint.tp_degree):
        for j in range(0, ds_checkpoint.pp_degree):
            state_list = ds_checkpoint.get_transformer_state(tp_index=i, pp_index=j)
            print(f'tp_pp_rank[{i},{j}] = ')
            for k, sd in enumerate(state_list):
                show_state_summary(f'      block[{k}]', sd)
                print("")


def main():
    print(f'Inspecting DeepSpeed Checkpoint')
    args = parse_arguments()

    ds_checkpoint = DeepSpeedCheckpoint(args.folder, args.target_tp, args.target_pp)
    ds_checkpoint.validate_files()
    
    show_input_files(ds_checkpoint)
    show_simple_state(ds_checkpoint)
    show_mappings(ds_checkpoint)
    show_embedding_states(ds_checkpoint)
    show_final_norm_states(ds_checkpoint)
    show_transformer_states(ds_checkpoint)
    checkpoint_args = ds_checkpoint.get_args()
    print(f'checkpoint args = {checkpoint_args}')

if __name__ == "__main__":
    main()