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small usability tweaks to bench
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16
bench.py
16
bench.py
@ -9,13 +9,15 @@ import torch
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from model import GPTConfig, GPT
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# -----------------------------------------------------------------------------
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batch_size = 8
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batch_size = 12
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block_size = 1024
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bias = True
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bias = False
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real_data = True
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seed = 1337
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device = 'cuda' # examples: 'cpu', 'cuda', 'cuda:0', 'cuda:1', etc.
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dtype = 'bfloat16' # 'float32' or 'bfloat16' or 'float16'
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compile = True # use PyTorch 2.0 to compile the model to be faster
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profile = False # use pytorch profiler, or just simple benchmarking?
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exec(open('configurator.py').read()) # overrides from command line or config file
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# -----------------------------------------------------------------------------
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@ -28,7 +30,6 @@ ptdtype = {'float32': torch.float32, 'bfloat16': torch.bfloat16, 'float16': torc
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ctx = nullcontext() if device_type == 'cpu' else torch.amp.autocast(device_type=device_type, dtype=ptdtype)
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# data loading init
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real_data = True
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if real_data:
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dataset = 'openwebtext'
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data_dir = os.path.join('data', dataset)
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@ -62,7 +63,6 @@ if compile:
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print("Compiling model...")
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model = torch.compile(model) # pytorch 2.0
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profile = False # use pytorch profiler, or just simple benchmarking?
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if profile:
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# useful docs on pytorch profiler:
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# - tutorial https://pytorch.org/tutorials/intermediate/tensorboard_profiler_tutorial.html
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@ -73,10 +73,10 @@ if profile:
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activities=[torch.profiler.ProfilerActivity.CPU, torch.profiler.ProfilerActivity.CUDA],
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schedule=torch.profiler.schedule(wait=wait, warmup=warmup, active=active, repeat=1),
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on_trace_ready=torch.profiler.tensorboard_trace_handler('./bench_log'),
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record_shapes=True,
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profile_memory=True,
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with_stack=True, # incurs an additional overhead, disable if not needed
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with_flops=True,
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record_shapes=False,
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profile_memory=False,
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with_stack=False, # incurs an additional overhead, disable if not needed
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with_flops=False,
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with_modules=False, # only for torchscript models atm
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) as prof:
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