diff --git a/logs_new_MUON_large/logs/d33f1ca4-492b-4ed6-aef7-9bda36c448e7/d33f1ca4-492b-4ed6-aef7-9bda36c448e7.txt b/logs_new_MUON_large/logs/d33f1ca4-492b-4ed6-aef7-9bda36c448e7/d33f1ca4-492b-4ed6-aef7-9bda36c448e7.txt new file mode 100644 index 0000000000000000000000000000000000000000..c2caeee0634c13d7b9a08464b68936d3daf2d116 --- /dev/null +++ b/logs_new_MUON_large/logs/d33f1ca4-492b-4ed6-aef7-9bda36c448e7/d33f1ca4-492b-4ed6-aef7-9bda36c448e7.txt @@ -0,0 +1,9300 @@ +==================================================================================================== +import os +import sys +with open(sys.argv[0]) as f: + code = f.read() # read the code of this file ASAP, for logging +import uuid +import time +import copy +import glob +from dataclasses import dataclass, asdict +from functools import lru_cache +from pathlib import Path +import argparse # Keep argparse for --unet and potentially --optimizer_mode +import json +import random +import numpy as np +import signal +import atexit + +os.environ["PYTORCH_CUDA_ALLOC_CONF"] = "expandable_segments:True" +import torch +torch.empty(1, device="cuda", requires_grad=True).backward() # prevents a bug on some systems +from torch import Tensor, nn +import torch.nn.functional as F +import torch.distributed as dist +# use of FlexAttention contributed by @KoszarskyB +from torch.nn.attention.flex_attention import BlockMask, flex_attention +sys.path.append("/home/aiops/zhangfz/MUON_theory/modded-nanogpt") # Already present +from optimizers.MUON_new_large import Muon +from utils.float_compute import mm_op, backward as mm_backward_custom, setup_context as mm_setup_context_custom # Renamed +import torch._inductor.config as config +from torch.nn.parallel import DistributedDataParallel as DDP + + +# ----------------------------------------------------------------------------- +# Cleanup Function for Distributed Training +def cleanup_distributed(): + """Clean up distributed training resources to avoid NCCL warnings""" + if dist.is_initialized(): + try: + if dist.is_initialized(): + dist.destroy_process_group() + print(f"[Rank {os.environ.get('RANK', 'unknown')}] Process group destroyed successfully") + except Exception as e: + print(f"Warning: Error during process group cleanup: {e}") + +# Register cleanup function to run at exit +atexit.register(cleanup_distributed) + +# Signal handler for graceful shutdown +def signal_handler(signum, frame): + print(f"\nReceived signal {signum}, cleaning up distributed resources...") + cleanup_distributed() + sys.exit(0) + +# Register signal handlers +signal.signal(signal.SIGINT, signal_handler) # Ctrl+C +signal.signal(signal.SIGTERM, signal_handler) # Termination signal + +# ----------------------------------------------------------------------------- +# Seeding Function +def set_seed(seed): + random.seed(seed) + np.random.seed(seed) + torch.manual_seed(seed) + if torch.cuda.is_available(): + torch.cuda.manual_seed_all(seed) + print(f"PRINT: Set seed to {seed}", flush=True) # Print immediately for all ranks + + +# ----------------------------------------------------------------------------- +# Our own simple Distributed Data Loader + +def _peek_data_shard(filename): + # only reads the header, returns header data + with open(filename, "rb") as f: + # first read the header, which is 256 int32 integers (4 bytes each) + header = np.frombuffer(f.read(256*4), dtype=np.int32) + if header[0] != 20240520: + print("ERROR: magic number mismatch in the data .bin file!") + print("---> HINT: Are you passing in a correct file with --input_bin?") + print("---> HINT: Dataset encoding changed recently, re-run data prepro or refer again to README") + print("---> HINT: For example re-run: `python dev/data/tinyshakespeare.py`, then re-try") + exit(1) + assert header[1] == 1, "unsupported version" + ntok = header[2] # number of tokens (claimed) + return ntok # for now just return the number of tokens + +def _load_data_shard(filename): + with open(filename, "rb") as f: + # first read the header, which is 256 int32 integers (4 bytes each) + header = np.frombuffer(f.read(256*4), dtype=np.int32) + assert header[0] == 20240520, "magic number mismatch in the data .bin file" + assert header[1] == 1, "unsupported version" + ntok = header[2] # number of tokens (claimed) + # the rest of it are tokens, stored as uint16 + tokens = np.frombuffer(f.read(), dtype=np.uint16) + assert len(tokens) == ntok, "number of tokens read does not match header?" + return tokens + +class DistributedDataLoader: + def __init__(self, filename_pattern, B, T, process_rank, num_processes): + self.process_rank = process_rank + self.num_processes = num_processes + self.B = B + self.T = T + + # glob files that match the pattern + self.files = sorted(glob.glob(filename_pattern)) + assert len(self.files) > 0, f"did not find any files that match the pattern {filename_pattern}" + + # load and validate all data shards, count number of tokens in total + ntok_total = 0 + for fname in self.files: + shard_ntok = _peek_data_shard(fname) + assert shard_ntok >= num_processes * B * T + 1 + ntok_total += int(shard_ntok) + self.ntok_total = ntok_total + + # kick things off + self.reset() + + def reset(self): + self.current_shard = 0 + self.current_position = self.process_rank * self.B * self.T + self.tokens = _load_data_shard(self.files[self.current_shard]) + + def advance(self): # advance to next data shard + self.current_shard = (self.current_shard + 1) % len(self.files) + self.current_position = self.process_rank * self.B * self.T + self.tokens = _load_data_shard(self.files[self.current_shard]) + + def next_batch(self): + B = self.B + T = self.T + buf = self.tokens[self.current_position : self.current_position+B*T+1] + buf = torch.tensor(buf.astype(np.int32), dtype=torch.long) + x = (buf[:-1]).view(B, T) # inputs + y = (buf[1:]).view(B, T) # targets + # advance current position and load next shard if necessary + self.current_position += B * T * self.num_processes + if self.current_position + (B * T * self.num_processes + 1) > len(self.tokens): + self.advance() + return x.cuda(), y.cuda() + +# ----------------------------------------------------------------------------- +# int main + +@dataclass +class Hyperparameters: + # data hyperparams + input_bin : str = "/home/aiops/zhangfz/MUON_theory/modded-nanogpt/data/fineweb10B/fineweb_train_*.bin" + input_val_bin : str = "/home/aiops/zhangfz/MUON_theory/modded-nanogpt/data/fineweb10B/fineweb_val_*.bin" + # optimization hyperparams + batch_size : int = 8*60 # batch size, in sequences, across all devices + device_batch_size : int = 12 # batch size, in sequences, per device + sequence_length : int = 1024 # sequence length, in tokens + num_iterations : int = 2*10000 # number of iterations to run + learning_rate : float = 0.0036 / 2 + warmup_iters : int = 0 + warmdown_iters : int = 2*2906 # number of iterations of linear warmup/warmdown for triangular or trapezoidal schedule + weight_decay : float = 0 + # evaluation and logging hyperparams + val_loss_every : int = 125 # every how many steps to evaluate val loss? 0 for only at the end + val_tokens : int = 10420224 # how many tokens of validation data? it's important to keep this fixed for consistent comparisons + save_every : int = 0 # every how many steps to save the checkpoint? 0 for only at the end +args = Hyperparameters() + + + +# ----------------------------------------------------------------------------- +# int main +# parser = argparse.ArgumentParser(description="NanoGPT Training Script with Muon") +# parser.add_argument("--seed", type=int, default=42, help="Random seed for reproducibility") +# # --- MODIFICATION: Add optimizer_mode as a CLI argument --- +# parser.add_argument("--optimizer_mode", type=int, default=0, +# help="Defines how Muon is applied. " +# "0: Muon(All Hidden Attn+MLP - original); " +# "1: Muon(QK Attn)/Adam(VO Attn,MLP); " +# "2: Muon(VO Attn)/Adam(QK Attn,MLP); " +# "3: Muon(All Attn)/Adam(MLP); " +# "4: Muon(MLP)/Adam(All Attn)" +# "5: All Adam (No Muon, all applicable matrices to Adam)." +# "6: Muon(W_2 MLP)/Adam(attn, W_1 MLP)." +# "7: Muon(VO Attn, MLP)/Adam(QK Attn)." +# "8: Muon(VO Attn, W_2 MLP)/Adam(QK Attn, W_1 MLP)." +# ) +# parser.add_argument("--model_parameterization", type=str, default="whole",choices=["whole","qkvo", "norope", "gated"]) +# parser.add_argument("--adam_lr", type=float, default=0.008, help="Learning rate for Adam matrices") +# parser.add_argument("--muon_lr", type=float, default=0.05, help="Learning rate for Muon matrices") +# parser.add_argument("--base_dir", type=str, default="logs_gated/diff_modes", help="Base directory for logs") +# exp_args = parser.parse_args() +# set_seed(exp_args.seed) + +# set up DDP (distributed data parallel). torchrun sets this env variable +assert torch.cuda.is_available() +dist.init_process_group(backend='nccl') +ddp_rank = int(os.environ['RANK']) +ddp_local_rank = int(os.environ['LOCAL_RANK']) +ddp_world_size = int(os.environ['WORLD_SIZE']) +device = f'cuda:{ddp_local_rank}' +torch.cuda.set_device(device) +print(f"using device: {device}") +master_process = (ddp_rank == 0) # this process will do logging, checkpointing etc. + +# convenience variables +B, T = args.device_batch_size, args.sequence_length +# calculate the number of steps to take in the val loop. +print(f"args.val_tokens: {args.val_tokens}, args.batch_size: {args.batch_size}, B: {B}, T: {T}, ddp_world_size: {ddp_world_size}") +assert args.val_tokens % (B * T * ddp_world_size) == 0 +val_steps = args.val_tokens // (B * T * ddp_world_size) +# calculate the steps of gradient accumulation required to attain the desired global batch size. +assert args.batch_size % (B * ddp_world_size) == 0 +train_accumulation_steps = args.batch_size // (B * ddp_world_size) + +# load tokens +train_loader = DistributedDataLoader(args.input_bin, B, T, ddp_rank, ddp_world_size) +val_loader = DistributedDataLoader(args.input_val_bin, B, T, ddp_rank, ddp_world_size) +if master_process: + print(f"Training DataLoader: total number of tokens: {train_loader.ntok_total} across {len(train_loader.files)} files") + print(f"Validation DataLoader: total number of tokens: {val_loader.ntok_total} across {len(val_loader.files)} files") +x, y = train_loader.next_batch() + +# there are only 50257 unique GPT-2 tokens; we extend to nearest multiple of 128 for efficiency. suggested to me by @Grad62304977. +# this originates from Karpathy's experiments. +num_vocab = 50304 + + +# elif exp_args.model_parameterization == "qkvo": +# print("Using architecture (models.nano_gpt_qkvo) with CausalSelfAttention having q_w, k_w, v_w") +# # This MUST be the nano_GPT.py file where CausalSelfAttention has q_w, k_w, v_w + +from models.nano_GPT_qkvo_large import GPT, GPTConfig + +# elif exp_args.model_parameterization == "norope": +# print("Using architecture (models.nano_GPT_norope) with CausalSelfAttention having q_w, k_w, v_w") +# from models.nano_GPT_norope import GPT + +# elif exp_args.model_parameterization == "gated": +# print("Using architecture (models.nano_GPT_gated) with CausalSelfAttention having q_w, k_w, v_w") +# from models.nano_GPT_gated import GPT + +# elif exp_args.model_parameterization == "whole": +# print("Using original architecture") +# from models.nano_GPT import GPT + + +model = GPT(GPTConfig(vocab_size=num_vocab, n_layer=35, n_head=12, n_embd=1536)) +if master_process: + print(sum(p.numel() for p in model.parameters())) +model = model.cuda() +if hasattr(config, "coordinate_descent_tuning"): + config.coordinate_descent_tuning = True # suggested by @Chillee +model = torch.compile(model) +# here we wrap model into DDP container +model = DDP(model, device_ids=[ddp_local_rank]) +raw_model = model.module # always contains the "raw" unwrapped model +ctx = torch.amp.autocast(device_type='cuda', dtype=torch.bfloat16) + +optimizer1 = torch.optim.AdamW(raw_model.lm_head.parameters(), lr=args.learning_rate, betas=(0.9, 0.95), + weight_decay=args.weight_decay, fused=True) +optimizer2 = Muon(raw_model.transformer.h.parameters(), lr=0.1*args.learning_rate, momentum=0.95, + rank=ddp_rank, world_size=ddp_world_size) + +optimizers = [optimizer1, optimizer2] +# learning rate decay scheduler (linear warmup and warmdown) +def get_lr(it): + assert it <= args.num_iterations + # 1) linear warmup for warmup_iters steps + if it < args.warmup_iters: + return (it+1) / args.warmup_iters + # 2) constant lr for a while + elif it < args.num_iterations - args.warmdown_iters: + return 1.0 + # 3) linear warmdown + else: + decay_ratio = (args.num_iterations - it) / args.warmdown_iters + return decay_ratio +schedulers = [torch.optim.lr_scheduler.LambdaLR(opt, get_lr) for opt in optimizers] + +# begin logging +if master_process: + run_id = str(uuid.uuid4()) + base_dir = "/home/aiops/zhangfz/MUON_theory/logs_new_MUON_large/" + logdir = base_dir+'logs/%s/' % run_id + os.makedirs(logdir, exist_ok=True) + print(logdir) + logfile = base_dir+'logs/%s/%s.txt' % (run_id, run_id) + print(logfile) + # create the log file + with open(logfile, "w") as f: + # begin the log by printing this file (the Python code) + f.write('='*100 + '\n') + f.write(code) + f.write('='*100 + '\n') + # log information about the hardware/software environment this is running on + # and print the full `nvidia-smi` to file + f.write(f"Running pytorch {torch.version.__version__} compiled for CUDA {torch.version.cuda}\nnvidia-smi:\n") + import subprocess + result = subprocess.run(['nvidia-smi'], stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True) + f.write(f'{result.stdout}\n') + f.write('='*100 + '\n') + +training_time_ms = 0 +# start the clock +torch.cuda.synchronize() +t0 = time.time() +# begin training +train_loader.reset() +for step in range(args.num_iterations + 1): + last_step = (step == args.num_iterations) + # This effectively ignores timing first 10 steps, which are slower for weird reasons. + # Alternately, and slightly more correctly in terms of benchmarking, we could do 10 + # steps with dummy data first, and then re-initialize the model and reset the loader. + if step == 10: + training_time_ms = 0 + t0 = time.time() + timed_steps = float('nan') if step <= 11 else (step - 10) + 1 # <= 11 to avoid bug in val + + # once in a while evaluate the validation dataset + if (last_step or (args.val_loss_every > 0 and step % args.val_loss_every == 0)): + # stop the clock + torch.cuda.synchronize() + training_time_ms += 1000 * (time.time() - t0) + # run validation batches + model.eval() + val_loader.reset() + val_loss = 0.0 + for _ in range(val_steps): + x_val, y_val = val_loader.next_batch() + with ctx: # of course, we'd like to use no_grad() here too, but that creates a torch.compile error for some reason + _, loss = model(x_val, y_val, return_logits=False) + val_loss += loss.detach() + del loss + dist.all_reduce(val_loss, op=dist.ReduceOp.AVG) + val_loss /= val_steps + # log val loss to console and to logfile + if master_process: + print(f'step:{step}/{args.num_iterations} val_loss:{val_loss:.4f} train_time:{training_time_ms:.0f}ms step_avg:{training_time_ms/(timed_steps-1):.2f}ms') + with open(logfile, "a") as f: + f.write(f'step:{step}/{args.num_iterations} val_loss:{val_loss:.4f} train_time:{training_time_ms:.0f}ms step_avg:{training_time_ms/(timed_steps-1):.2f}ms\n') + # start the clock again + torch.cuda.synchronize() + t0 = time.time() + + if master_process and (last_step or (args.save_every > 0 and step % args.save_every == 0)): + # stop the clock + torch.cuda.synchronize() + training_time_ms += 1000 * (time.time() - t0) + # save the state of the training process + log = dict(step=step, code=code, model=raw_model.state_dict(), optimizers=[opt.state_dict() for opt in optimizers]) + torch.save(log, 'logs/%s/state_step%06d.pt' % (run_id, step)) + # start the clock again + torch.cuda.synchronize() + t0 = time.time() + + # bit confusing: we want to make sure to eval on 0th iteration + # but also after the very last iteration. so we loop for step <= num_iterations + # instead of just < num_iterations (one extra due to <=), only to do + # the validation/sampling one last time, and then we break right here as we're done. + if last_step: + break + + # --------------- TRAINING SECTION BEGIN ----------------- + model.train() + for i in range(1, train_accumulation_steps+1): + # forward pass + with ctx: + _, loss = model(x, y, return_logits=False) + train_loss = loss.detach() + # advance the dataset for the next batch + x, y = train_loader.next_batch() + # backward pass + if i < train_accumulation_steps: + with model.no_sync(): # there's no need to sync gradients every accumulation step + loss.backward() + else: + loss.backward() # just sync on the last step + for p in model.parameters(): + p.grad /= train_accumulation_steps + # step the optimizers and schedulers + for opt, sched in zip(optimizers, schedulers): + opt.step() + sched.step() + # null the gradients + model.zero_grad(set_to_none=True) + # --------------- TRAINING SECTION END ------------------- + # everything that follows now is just diagnostics, prints, logging, etc. + + #dist.all_reduce(train_loss, op=dist.ReduceOp.AVG) # all-reducing the training loss would be more correct in terms of logging, but slower + if master_process: + approx_time = training_time_ms + 1000 * (time.time() - t0) + print(f"step:{step+1}/{args.num_iterations} train_loss:{train_loss.item():.4f} train_time:{approx_time:.0f}ms step_avg:{approx_time/timed_steps:.2f}ms") + with open(logfile, "a") as f: + f.write(f"step:{step+1}/{args.num_iterations} train_loss:{train_loss.item():.4f} train_time:{approx_time:.0f}ms step_avg:{approx_time/timed_steps:.2f}ms\n") + +if master_process: + print(f"peak memory consumption: {torch.cuda.max_memory_allocated() // 1024 // 1024} MiB")==================================================================================================== +Running pytorch 2.6.0.dev20241112+cu121 compiled for CUDA 12.1 +nvidia-smi: +Tue Aug 19 10:53:50 2025 ++---------------------------------------------------------------------------------------+ +| NVIDIA-SMI 535.54.03 Driver Version: 535.54.03 CUDA Version: 12.3 | +|-----------------------------------------+----------------------+----------------------+ +| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC | +| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. | +| | | MIG M. | +|=========================================+======================+======================| +| 0 NVIDIA A100-SXM4-80GB Off | 00000000:07:00.0 Off | 0 | +| N/A 30C P0 72W / 400W | 15184MiB / 81920MiB | 0% Default | +| | | Disabled | ++-----------------------------------------+----------------------+----------------------+ +| 1 NVIDIA A100-SXM4-80GB Off | 00000000:0B:00.0 Off | 0 | +| N/A 30C P0 70W / 400W | 11343MiB / 81920MiB | 0% Default | +| | | Disabled | ++-----------------------------------------+----------------------+----------------------+ +| 2 NVIDIA A100-SXM4-80GB Off | 00000000:48:00.0 Off | 0 | +| N/A 28C P0 67W / 400W | 11843MiB / 81920MiB | 4% Default | +| | | Disabled | ++-----------------------------------------+----------------------+----------------------+ +| 3 NVIDIA A100-SXM4-80GB Off | 00000000:4C:00.0 Off | 0 | +| N/A 29C P0 71W / 400W | 11343MiB / 81920MiB | 15% Default | +| | | Disabled | ++-----------------------------------------+----------------------+----------------------+ +| 4 NVIDIA A100-SXM4-80GB Off | 00000000:88:00.0 Off | 0 | +| N/A 29C P0 70W / 400W | 11583MiB / 81920MiB | 22% Default | +| | | Disabled | ++-----------------------------------------+----------------------+----------------------+ +| 5 NVIDIA A100-SXM4-80GB Off | 00000000:8B:00.0 Off | 0 | +| N/A 32C P0 76W / 400W | 11843MiB / 81920MiB | 0% Default | +| | | Disabled | ++-----------------------------------------+----------------------+----------------------+ +| 6 NVIDIA A100-SXM4-80GB Off | 00000000:C8:00.0 Off | 0 | +| N/A 30C P0 71W / 400W | 11843MiB / 81920MiB | 7% Default | +| | | Disabled | ++-----------------------------------------+----------------------+----------------------+ +| 7 NVIDIA A100-SXM4-80GB Off | 00000000:CB:00.0 Off | 0 | +| N/A 32C P0 91W / 400W | 11699MiB / 81920MiB | 8% Default | +| | | Disabled | ++-----------------------------------------+----------------------+----------------------+ + ++---------------------------------------------------------------------------------------+ +| Processes: | +| GPU GI CI PID Type Process name GPU Memory | +| ID ID Usage | +|=======================================================================================| ++---------------------------------------------------------------------------------------+ + +==================================================================================================== +step:0/20000 val_loss:22.6191 train_time:231ms step_avg:nanms +step:1/20000 train_loss:22.6197 train_time:44768ms step_avg:nanms +step:2/20000 train_loss:9.5399 train_time:47307ms step_avg:nanms +step:3/20000 train_loss:10.1745 train_time:49853ms step_avg:nanms +step:4/20000 train_loss:8.8551 train_time:52405ms step_avg:nanms +step:5/20000 train_loss:8.9242 train_time:54955ms step_avg:nanms +step:6/20000 train_loss:7.6794 train_time:57515ms 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