diff --git a/logs_new_MUON_large_reshape_svd/ori/mode_0_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/config.json b/logs_new_MUON_large_reshape_svd/ori/mode_0_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/config.json new file mode 100644 index 0000000000000000000000000000000000000000..767328c47093295ee23ed5d7f20b14c41158a470 --- /dev/null +++ b/logs_new_MUON_large_reshape_svd/ori/mode_0_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/config.json @@ -0,0 +1,27 @@ +{ + "cli_args": { + "seed": 44, + "optimizer_mode": 0, + "model_parameterization": "qkvo", + "adam_lr": 0.0005, + "muon_lr": 0.0005, + "base_dir": "logs_new_MUON_large_reshape_svd/ori" + }, + "hyperparameters": { + "input_bin": "/home/aiops/zhangfz/MUON_theory/modded-nanogpt/data/fineweb10B/fineweb_train_*.bin", + "input_val_bin": "/home/aiops/zhangfz/MUON_theory/modded-nanogpt/data/fineweb10B/fineweb_val_*.bin", + "batch_size": 960, + "device_batch_size": 24, + "sequence_length": 1024, + "num_iterations": 6000, + "learning_rate": 0.0018, + "warmup_iters": 0, + "warmdown_iters": 0, + "weight_decay": 0, + "val_loss_every": 125, + "val_tokens": 10420224, + "save_every": 0 + }, + "run_uuid_for_log": "2b1445f6-cc3a-44e6-ac07-3dd43a62ea54", + "script_code_logged_at_start": true +} \ No newline at end of file diff --git a/logs_new_MUON_large_reshape_svd/ori/mode_0_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/training_log_2b1445f6-cc3a-44e6-ac07-3dd43a62ea54.txt b/logs_new_MUON_large_reshape_svd/ori/mode_0_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/training_log_2b1445f6-cc3a-44e6-ac07-3dd43a62ea54.txt new file mode 100644 index 0000000000000000000000000000000000000000..4b4023839766736314927523690e86a016684ab1 --- /dev/null +++ b/logs_new_MUON_large_reshape_svd/ori/mode_0_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/training_log_2b1445f6-cc3a-44e6-ac07-3dd43a62ea54.txt @@ -0,0 +1,6344 @@ +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 + +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_nes 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 +from kn_util.utils import setup_debugpy + + +# ----------------------------------------------------------------------------- +# 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*120 # 8*120 # batch size, in sequences, across all devices + device_batch_size : int = 24 # batch size, in sequences, per device + sequence_length : int = 1024 # sequence length, in tokens + num_iterations : int = 6000 # number of iterations to run + learning_rate : float = 0.0036 / 2 + warmup_iters : int = 0 + warmdown_iters : int = 0 # 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 # 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 +# setup_debugpy(force=True) +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_new_MUON_large/test", 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. + +logfile = None +run_dir_path_str = None +base_log_dir = Path(exp_args.base_dir) + + +if master_process: + import subprocess + set_seed(exp_args.seed) + + # Construct folder name based on config and seed + # run_folder_name = f"mode_{exp_args.optimizer_mode}_param_{exp_args.model_parameterization}_adam_lr_{exp_args.adam_lr}_seed_{exp_args.seed}" + run_folder_name = f"mode_{exp_args.optimizer_mode}_param_{exp_args.model_parameterization}_muon_lr_{exp_args.muon_lr}_adam_lr_{exp_args.adam_lr}_seed_{exp_args.seed}" + run_dir_path = base_log_dir / run_folder_name + run_dir_path.mkdir(parents=True, exist_ok=True) + run_dir_path_str = str(run_dir_path) + + run_uuid = uuid.uuid4() + logfile = run_dir_path / f"training_log_{run_uuid}.txt" + print(f"Logging to: {logfile}") + + # Save configuration + config_to_save = { + "cli_args": vars(exp_args), + "hyperparameters": {k: v for k, v in args.__class__.__dict__.items() if not k.startswith('__') and not callable(v)}, + "run_uuid_for_log": str(run_uuid), + "script_code_logged_at_start": True + } + config_file_path = run_dir_path / "config.json" + with open(config_file_path, "w") as f: + json.dump(config_to_save, f, indent=4) + print(f"Saved configuration to: {config_file_path}") + +# 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 + + +if exp_args.model_parameterization == "qkvo": + from models.nano_GPT_qkvo_large import GPT, GPTConfig + # model = GPT(GPTConfig(vocab_size=num_vocab, n_layer=25, n_head=12, n_embd=1536)) + model = GPT(GPTConfig(vocab_size=num_vocab, n_layer=36, n_head=20, n_embd=1280)) +elif exp_args.model_parameterization == "gated": + from models.nano_GPT_gated_large import GPT, GPTConfig + model = GPT(GPTConfig(vocab_size=num_vocab, n_layer=19, 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) + +# for name, param in raw_model.named_parameters(): +# print(name, param.shape) + +if exp_args.model_parameterization == "qkvo" : + print("PRINT: Collecting parameters for optimizers...") + head_params = [raw_model.lm_head.weight] + # embed_params = [raw_model.transformer.wte.weight] + + # Granular collection for attention and MLP parts + attn_q_params = [] + attn_k_params = [] + attn_v_params = [] + attn_o_params = [] # W_O from c_proj + mlp_fc_params = [] + mlp_proj_params = [] + + for block_module in raw_model.transformer.h: + if block_module.attn is not None: + # These attributes (c_q, c_k, c_v) MUST exist in your CausalSelfAttention class + if hasattr(block_module.attn, 'c_q'): attn_q_params.append(block_module.attn.c_q.weight) + else: + print(f"PRINT: Warning: c_q not found in attn module of a block.") + if hasattr(block_module.attn, 'c_k'): attn_k_params.append(block_module.attn.c_k.weight) + else: print(f"PRINT: Warning: c_k not found in attn module of a block.") + if hasattr(block_module.attn, 'c_v'): attn_v_params.append(block_module.attn.c_v.weight) + else: print(f"PRINT: Warning: c_v not found in attn module of a block.") + attn_o_params.append(block_module.attn.c_proj.weight) + if block_module.mlp is not None: + mlp_fc_params.append(block_module.mlp.c_fc.weight) + mlp_proj_params.append(block_module.mlp.c_proj.weight) + + # Combine into logical groups for experiments + attn_qk_group = attn_q_params + attn_k_params + attn_vo_group = attn_v_params + attn_o_params + all_attn_matrices = attn_qk_group + attn_vo_group + mlp_w1_group = mlp_fc_params + mlp_w2_group = mlp_proj_params + all_mlp_matrices = mlp_fc_params + mlp_proj_params + + # Scalar parameters (all others not explicitly grouped as matrices) + # matrix_params_for_scalar_check = set(head_params + embed_params + all_attn_matrices + all_mlp_matrices) + matrix_params_for_scalar_check = set(head_params + all_attn_matrices + all_mlp_matrices) + scalar_params = [p for n, p in raw_model.named_parameters() if p not in matrix_params_for_scalar_check] + for p_scalar in scalar_params: # Sanity check + if p_scalar.ndim >=2: + print(f"PRINT: Warning - Parameter {p_scalar.shape} ended up in scalar_params but has ndim >= 2. Check grouping.") + + + # Determine parameter distribution based on optimizer_mode + muon_params_target_list = [] + adam_matrix_target_list = [] # Matrices that Adam will handle specifically + adam_matrix_lr = exp_args.adam_lr # LR for matrices if Adam handles them (can be tuned) + + current_optimizer_mode = exp_args.optimizer_mode + + print(f"PRINT: Configuring optimizers for EXPERIMENT_MODE = {current_optimizer_mode}") + + if current_optimizer_mode == 0: # Original behavior: Muon on all "hidden_matrix_params" + print(f"PRINT: Mode 0: Muon on ALL Attention (QKVO) and ALL MLP matrices.") + muon_params_target_list = all_attn_matrices + all_mlp_matrices + # Adam handles embeds, head, scalars by default. No extra matrices for Adam here. + elif current_optimizer_mode == 1: # Muon on QK, Adam on VO and MLP + print(f"PRINT: Mode 1: Muon on QK Attn. Adam on VO Attn, MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_qk_group + adam_matrix_target_list = attn_vo_group + all_mlp_matrices + elif current_optimizer_mode == 2: # Muon on VO, Adam on QK and MLP + print(f"PRINT: Mode 2: Muon on VO Attn. Adam on QK Attn, MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + adam_matrix_target_list = attn_qk_group + all_mlp_matrices + elif current_optimizer_mode == 3: # Muon on All Attn (QKVO), Adam on MLP + print(f"PRINT: Mode 3: Muon on ALL Attn (QKVO). Adam on MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = all_attn_matrices + adam_matrix_target_list = all_mlp_matrices + elif current_optimizer_mode == 4: # Muon on MLP, Adam on All Attn (QKVO) + print(f"PRINT: Mode 4: Muon on MLP. Adam on ALL Attn (QKVO) (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = all_mlp_matrices + adam_matrix_target_list = all_attn_matrices + elif current_optimizer_mode == 5: # NEW MODE 5 - All Adam + print(f"PRINT: Mode 5: All Adam. All Attn and MLP matrices to Adam (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = [] + adam_matrix_target_list = all_attn_matrices + all_mlp_matrices # All matrices to Adam + elif current_optimizer_mode == 6: # Muon on W_2 MLP, Adam on attn, W_1 MLP + print(f"PRINT: Mode 6: Muon on W_2 MLP. Adam on attn, W_1 MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = mlp_w2_group + adam_matrix_target_list = all_attn_matrices + mlp_w1_group + elif current_optimizer_mode == 7: # Muon on VO Attn, MLP, Adam on QK Attn + print(f"PRINT: Mode 7: Muon on VO Attn, MLP. Adam on QK Attn (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + all_mlp_matrices + adam_matrix_target_list = attn_qk_group + elif current_optimizer_mode == 8: # Muon on VO Attn, W_2 MLP, Adam on QK Attn, W_1 MLP + print(f"PRINT: Mode 8: Muon on VO Attn, W_2 MLP. Adam on QK Attn, W_1 MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + mlp_w2_group + adam_matrix_target_list = attn_qk_group + mlp_w1_group + else: + raise ValueError(f"Unsupported EXPERIMENT_MODE: {current_optimizer_mode}") + + # Adam optimizer setup + adam_param_groups_config = [ + dict(params=head_params, lr=adam_matrix_lr), + #dict(params=embed_params, lr=adam_matrix_lr), + dict(params=scalar_params, lr=adam_matrix_lr) # Scalar params always go to Adam + ] + # Add matrices specifically assigned to Adam for this experiment mode + if adam_matrix_target_list: + # Ensure adam_matrix_target_list is flat and contains Parameters + flat_adam_matrices = [p for sublist_or_p in adam_matrix_target_list for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]) if p is not None] + if flat_adam_matrices: # Only add group if there are params + adam_param_groups_config.append(dict(params=flat_adam_matrices, lr=adam_matrix_lr)) + + # Filter out any Adam groups that might be empty (e.g., if scalar_params was empty) + adam_param_groups_config = [g for g in adam_param_groups_config if g['params']] + print(f"PRINT: The length of Adam param groups config: {len(adam_param_groups_config)}") + optimizer1 = torch.optim.Adam(adam_param_groups_config, betas=(0.9, 0.95), eps=1e-10, fused=True) + optimizers = [optimizer1] # Start with Adam + + # Muon optimizer setup + # if muon_params_target_list: + # # Ensure muon_params_target_list is flat, unique, and contains Parameters + # flat_unique_muon_params = [] + # seen_muon_ids = set() + # for sublist_or_p in muon_params_target_list: + # for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]): + # if p is not None and id(p) not in seen_muon_ids: + # flat_unique_muon_params.append(p) + # seen_muon_ids.add(id(p)) + + # muon_param_groups_config = [] + # if flat_unique_muon_params: + # muon_param_groups_config.append(dict(params=flat_unique_muon_params, lr=exp_args.muon_lr)) + + # if flat_unique_muon_params: # Only create Muon if it has parameters + # optimizer2 = Muon(muon_param_groups_config, lr=exp_args.muon_lr, momentum=0.95,rank=ddp_rank, world_size=ddp_world_size) # Pass nesterov, ns_steps + # optimizers.append(optimizer2) + # else: + # print("PRINT: Muon optimizer not created as its target parameter list was empty.") + # optimizer2 = None # Explicitly set to None if not created + # else: + # print("PRINT: Muon optimizer not created as muon_params_target_list was empty (e.g. mode where Adam handles all matrices).") + # optimizer2 = None # Explicitly set to None + # Muon optimizer setup + if muon_params_target_list: + # Ensure muon_params_target_list is flat, unique, and contains Parameters + flat_unique_muon_params = [] + seen_muon_ids = set() + for sublist_or_p in muon_params_target_list: + for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]): + if p is not None and id(p) not in seen_muon_ids: + flat_unique_muon_params.append(p) + seen_muon_ids.add(id(p)) + + if flat_unique_muon_params: # Only create Muon if it has parameters + optimizer2 = Muon(flat_unique_muon_params, lr=exp_args.muon_lr, momentum=0.95,rank=ddp_rank, world_size=ddp_world_size) # Pass nesterov, ns_steps + optimizers.append(optimizer2) + else: + print("PRINT: Muon optimizer not created as its target parameter list was empty.") + optimizer2 = None # Explicitly set to None if not created + else: + print("PRINT: Muon optimizer not created as muon_params_target_list was empty (e.g. mode where Adam handles all matrices).") + optimizer2 = None # Explicitly set to None + + print(f"PRINT: Optimizers configured. Total optimizers: {len(optimizers)}") + if optimizer2: + print(f"PRINT: Muon optimizer is active with {len(flat_unique_muon_params)} parameters.") +elif exp_args.model_parameterization == "gated": + print("PRINT: Collecting parameters for optimizers...") + head_params = [raw_model.lm_head.weight] + # embed_params = [raw_model.transformer.wte.weight] + + # Granular collection for attention and MLP parts + attn_q_params = [] + attn_k_params = [] + attn_v_params = [] + attn_o_params = [] # W_O from c_proj + mlp_fc_params = [] + mlp_proj_params = [] + mlp_up_params = [] + + for block_module in raw_model.transformer.h: + if block_module.attn is not None: + # These attributes (c_q, c_k, c_v) MUST exist in your CausalSelfAttention class + if hasattr(block_module.attn, 'c_q'): attn_q_params.append(block_module.attn.c_q.weight) + else: + print(f"PRINT: Warning: c_q not found in attn module of a block.") + if hasattr(block_module.attn, 'c_k'): attn_k_params.append(block_module.attn.c_k.weight) + else: print(f"PRINT: Warning: c_k not found in attn module of a block.") + if hasattr(block_module.attn, 'c_v'): attn_v_params.append(block_module.attn.c_v.weight) + else: print(f"PRINT: Warning: c_v not found in attn module of a block.") + attn_o_params.append(block_module.attn.c_proj.weight) + if block_module.mlp is not None: + mlp_fc_params.append(block_module.mlp.c_fc.weight) + mlp_proj_params.append(block_module.mlp.c_proj.weight) + mlp_up_params.append(block_module.mlp.c_up.weight) + + # Combine into logical groups for experiments + attn_qk_group = attn_q_params + attn_k_params + attn_vo_group = attn_v_params + attn_o_params + all_attn_matrices = attn_qk_group + attn_vo_group + mlp_w1_group = mlp_fc_params + mlp_up_params + mlp_w2_group = mlp_proj_params + all_mlp_matrices = mlp_fc_params + mlp_proj_params+ mlp_up_params + + # Scalar parameters (all others not explicitly grouped as matrices) + # matrix_params_for_scalar_check = set(head_params + embed_params + all_attn_matrices + all_mlp_matrices) + matrix_params_for_scalar_check = set(head_params + all_attn_matrices + all_mlp_matrices) + scalar_params = [p for n, p in raw_model.named_parameters() if p not in matrix_params_for_scalar_check] + for p_scalar in scalar_params: # Sanity check + if p_scalar.ndim >=2: + print(f"PRINT: Warning - Parameter {p_scalar.shape} ended up in scalar_params but has ndim >= 2. Check grouping.") + + + # Determine parameter distribution based on optimizer_mode + muon_params_target_list = [] + adam_matrix_target_list = [] # Matrices that Adam will handle specifically + adam_matrix_lr = exp_args.adam_lr # LR for matrices if Adam handles them (can be tuned) + + current_optimizer_mode = exp_args.optimizer_mode + + print(f"PRINT: Configuring optimizers for EXPERIMENT_MODE = {current_optimizer_mode}") + + if current_optimizer_mode == 0: # Original behavior: Muon on all "hidden_matrix_params" + print(f"PRINT: Mode 0: Muon on ALL Attention (QKVO) and ALL MLP matrices.") + muon_params_target_list = all_attn_matrices + all_mlp_matrices + # Adam handles embeds, head, scalars by default. No extra matrices for Adam here. + elif current_optimizer_mode == 1: # Muon on QK, Adam on VO and MLP + print(f"PRINT: Mode 1: Muon on QK Attn. Adam on VO Attn, MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_qk_group + adam_matrix_target_list = attn_vo_group + all_mlp_matrices + elif current_optimizer_mode == 2: # Muon on VO, Adam on QK and MLP + print(f"PRINT: Mode 2: Muon on VO Attn. Adam on QK Attn, MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + adam_matrix_target_list = attn_qk_group + all_mlp_matrices + elif current_optimizer_mode == 3: # Muon on All Attn (QKVO), Adam on MLP + print(f"PRINT: Mode 3: Muon on ALL Attn (QKVO). Adam on MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = all_attn_matrices + adam_matrix_target_list = all_mlp_matrices + elif current_optimizer_mode == 4: # Muon on MLP, Adam on All Attn (QKVO) + print(f"PRINT: Mode 4: Muon on MLP. Adam on ALL Attn (QKVO) (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = all_mlp_matrices + adam_matrix_target_list = all_attn_matrices + elif current_optimizer_mode == 5: # NEW MODE 5 - All Adam + print(f"PRINT: Mode 5: All Adam. All Attn and MLP matrices to Adam (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = [] + adam_matrix_target_list = all_attn_matrices + all_mlp_matrices # All matrices to Adam + elif current_optimizer_mode == 6: # Muon on W_2 MLP, Adam on attn, W_1 MLP + print(f"PRINT: Mode 6: Muon on W_2 MLP. Adam on attn, W_1 MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = mlp_w2_group + adam_matrix_target_list = all_attn_matrices + mlp_w1_group + elif current_optimizer_mode == 7: # Muon on VO Attn, MLP, Adam on QK Attn + print(f"PRINT: Mode 7: Muon on VO Attn, MLP. Adam on QK Attn (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + all_mlp_matrices + adam_matrix_target_list = attn_qk_group + elif current_optimizer_mode == 8: # Muon on VO Attn, W_2 MLP, Adam on QK Attn, W_1 MLP + print(f"PRINT: Mode 8: Muon on VO Attn, W_2 MLP. Adam on QK Attn, W_1 MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + mlp_w2_group + adam_matrix_target_list = attn_qk_group + mlp_w1_group + else: + raise ValueError(f"Unsupported EXPERIMENT_MODE: {current_optimizer_mode}") + + # Adam optimizer setup + adam_param_groups_config = [ + dict(params=head_params, lr=adam_matrix_lr), + # dict(params=embed_params, lr=adam_matrix_lr), + dict(params=scalar_params, lr=adam_matrix_lr) # Scalar params always go to Adam + ] + + # Add matrices specifically assigned to Adam for this experiment mode + if adam_matrix_target_list: + # Ensure adam_matrix_target_list is flat and contains Parameters + flat_adam_matrices = [p for sublist_or_p in adam_matrix_target_list for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]) if p is not None] + if flat_adam_matrices: # Only add group if there are params + adam_param_groups_config.append(dict(params=flat_adam_matrices, lr=adam_matrix_lr)) + + # Filter out any Adam groups that might be empty (e.g., if scalar_params was empty) + adam_param_groups_config = [g for g in adam_param_groups_config if g['params']] + # print(f"PRINT: The length of Adam param groups config: {len(adam_param_groups_config)}") + optimizer1 = torch.optim.Adam(adam_param_groups_config, betas=(0.9, 0.95), eps=1e-10, fused=True) + optimizers = [optimizer1] # Start with Adam + + + if muon_params_target_list: + # Ensure muon_params_target_list is flat, unique, and contains Parameters + flat_unique_muon_params = [] + seen_muon_ids = set() + for sublist_or_p in muon_params_target_list: + for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]): + if p is not None and id(p) not in seen_muon_ids: + flat_unique_muon_params.append(p) + seen_muon_ids.add(id(p)) + + if flat_unique_muon_params: # Only create Muon if it has parameters + optimizer2 = Muon(flat_unique_muon_params, lr=exp_args.muon_lr, momentum=0.95,rank=ddp_rank, world_size=ddp_world_size) # Pass nesterov, ns_steps + optimizers.append(optimizer2) + else: + print("PRINT: Muon optimizer not created as its target parameter list was empty.") + optimizer2 = None # Explicitly set to None if not created + else: + print("PRINT: Muon optimizer not created as muon_params_target_list was empty (e.g. mode where Adam handles all matrices).") + optimizer2 = None # Explicitly set to None + + print(f"PRINT: Optimizers configured. Total optimizers: {len(optimizers)}") + if optimizer2: + print(f"PRINT: Muon optimizer is active with {len(flat_unique_muon_params)} parameters.") + +# 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] + +if master_process: + with open(logfile, "a") as f: + f.write(code) + +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 + with torch.no_grad(): + 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")step:0/6000 val_loss:20.6103 train_time:135ms step_avg:nanms +step:1/6000 train_loss:20.6036 train_time:250543ms step_avg:nanms +step:2/6000 train_loss:9.6795 train_time:254180ms step_avg:nanms +step:3/6000 train_loss:9.5057 train_time:257828ms step_avg:nanms +step:4/6000 train_loss:9.1696 train_time:261486ms step_avg:nanms +step:5/6000 train_loss:8.7663 train_time:265150ms step_avg:nanms +step:6/6000 train_loss:8.5066 train_time:268825ms step_avg:nanms +step:7/6000 train_loss:7.9670 train_time:272500ms step_avg:nanms +step:8/6000 train_loss:7.8055 train_time:276180ms step_avg:nanms +step:9/6000 train_loss:7.4487 train_time:279861ms step_avg:nanms +step:10/6000 train_loss:7.6081 train_time:283547ms step_avg:nanms +step:11/6000 train_loss:7.4763 train_time:3645ms step_avg:nanms +step:12/6000 train_loss:7.2640 train_time:7330ms step_avg:nanms +step:13/6000 train_loss:7.6864 train_time:11020ms step_avg:3673.40ms +step:14/6000 train_loss:7.1029 train_time:14711ms step_avg:3677.67ms +step:15/6000 train_loss:6.9600 train_time:18401ms step_avg:3680.17ms +step:16/6000 train_loss:7.0654 train_time:22092ms step_avg:3682.00ms +step:17/6000 train_loss:6.6918 train_time:25786ms step_avg:3683.70ms +step:18/6000 train_loss:7.1348 train_time:29481ms step_avg:3685.12ms +step:19/6000 train_loss:6.9403 train_time:33174ms step_avg:3685.96ms +step:20/6000 train_loss:6.5725 train_time:36869ms step_avg:3686.91ms +step:21/6000 train_loss:6.8498 train_time:40564ms step_avg:3687.64ms +step:22/6000 train_loss:7.1061 train_time:44258ms step_avg:3688.14ms +step:23/6000 train_loss:7.0476 train_time:47952ms step_avg:3688.62ms +step:24/6000 train_loss:6.7208 train_time:51647ms 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+ }, + "hyperparameters": { + "input_bin": "/home/aiops/zhangfz/MUON_theory/modded-nanogpt/data/fineweb10B/fineweb_train_*.bin", + "input_val_bin": "/home/aiops/zhangfz/MUON_theory/modded-nanogpt/data/fineweb10B/fineweb_val_*.bin", + "batch_size": 960, + "device_batch_size": 24, + "sequence_length": 1024, + "num_iterations": 6000, + "learning_rate": 0.0018, + "warmup_iters": 0, + "warmdown_iters": 0, + "weight_decay": 0, + "val_loss_every": 125, + "val_tokens": 10420224, + "save_every": 0 + }, + "run_uuid_for_log": "b747474e-591d-434a-abda-e144ab4bd612", + "script_code_logged_at_start": true +} \ No newline at end of file diff --git a/logs_new_MUON_large_reshape_svd/ori/mode_1_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/training_log_b747474e-591d-434a-abda-e144ab4bd612.txt b/logs_new_MUON_large_reshape_svd/ori/mode_1_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/training_log_b747474e-591d-434a-abda-e144ab4bd612.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e55eeedd32e35991d36d442fbec0c48749b047d --- /dev/null +++ b/logs_new_MUON_large_reshape_svd/ori/mode_1_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/training_log_b747474e-591d-434a-abda-e144ab4bd612.txt @@ -0,0 +1,6021 @@ +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 + +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_nes 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 +from kn_util.utils import setup_debugpy + + +# ----------------------------------------------------------------------------- +# 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*120 # 8*120 # batch size, in sequences, across all devices + device_batch_size : int = 24 # batch size, in sequences, per device + sequence_length : int = 1024 # sequence length, in tokens + num_iterations : int = 6000 # number of iterations to run + learning_rate : float = 0.0036 / 2 + warmup_iters : int = 0 + warmdown_iters : int = 0 # 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 # 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 +# setup_debugpy(force=True) +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_new_MUON_large/test", 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. + +logfile = None +run_dir_path_str = None +base_log_dir = Path(exp_args.base_dir) + + +if master_process: + import subprocess + set_seed(exp_args.seed) + + # Construct folder name based on config and seed + # run_folder_name = f"mode_{exp_args.optimizer_mode}_param_{exp_args.model_parameterization}_adam_lr_{exp_args.adam_lr}_seed_{exp_args.seed}" + run_folder_name = f"mode_{exp_args.optimizer_mode}_param_{exp_args.model_parameterization}_muon_lr_{exp_args.muon_lr}_adam_lr_{exp_args.adam_lr}_seed_{exp_args.seed}" + run_dir_path = base_log_dir / run_folder_name + run_dir_path.mkdir(parents=True, exist_ok=True) + run_dir_path_str = str(run_dir_path) + + run_uuid = uuid.uuid4() + logfile = run_dir_path / f"training_log_{run_uuid}.txt" + print(f"Logging to: {logfile}") + + # Save configuration + config_to_save = { + "cli_args": vars(exp_args), + "hyperparameters": {k: v for k, v in args.__class__.__dict__.items() if not k.startswith('__') and not callable(v)}, + "run_uuid_for_log": str(run_uuid), + "script_code_logged_at_start": True + } + config_file_path = run_dir_path / "config.json" + with open(config_file_path, "w") as f: + json.dump(config_to_save, f, indent=4) + print(f"Saved configuration to: {config_file_path}") + +# 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 + + +if exp_args.model_parameterization == "qkvo": + from models.nano_GPT_qkvo_large import GPT, GPTConfig + # model = GPT(GPTConfig(vocab_size=num_vocab, n_layer=25, n_head=12, n_embd=1536)) + model = GPT(GPTConfig(vocab_size=num_vocab, n_layer=36, n_head=20, n_embd=1280)) +elif exp_args.model_parameterization == "gated": + from models.nano_GPT_gated_large import GPT, GPTConfig + model = GPT(GPTConfig(vocab_size=num_vocab, n_layer=19, 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) + +# for name, param in raw_model.named_parameters(): +# print(name, param.shape) + +if exp_args.model_parameterization == "qkvo" : + print("PRINT: Collecting parameters for optimizers...") + head_params = [raw_model.lm_head.weight] + # embed_params = [raw_model.transformer.wte.weight] + + # Granular collection for attention and MLP parts + attn_q_params = [] + attn_k_params = [] + attn_v_params = [] + attn_o_params = [] # W_O from c_proj + mlp_fc_params = [] + mlp_proj_params = [] + + for block_module in raw_model.transformer.h: + if block_module.attn is not None: + # These attributes (c_q, c_k, c_v) MUST exist in your CausalSelfAttention class + if hasattr(block_module.attn, 'c_q'): attn_q_params.append(block_module.attn.c_q.weight) + else: + print(f"PRINT: Warning: c_q not found in attn module of a block.") + if hasattr(block_module.attn, 'c_k'): attn_k_params.append(block_module.attn.c_k.weight) + else: print(f"PRINT: Warning: c_k not found in attn module of a block.") + if hasattr(block_module.attn, 'c_v'): attn_v_params.append(block_module.attn.c_v.weight) + else: print(f"PRINT: Warning: c_v not found in attn module of a block.") + attn_o_params.append(block_module.attn.c_proj.weight) + if block_module.mlp is not None: + mlp_fc_params.append(block_module.mlp.c_fc.weight) + mlp_proj_params.append(block_module.mlp.c_proj.weight) + + # Combine into logical groups for experiments + attn_qk_group = attn_q_params + attn_k_params + attn_vo_group = attn_v_params + attn_o_params + all_attn_matrices = attn_qk_group + attn_vo_group + mlp_w1_group = mlp_fc_params + mlp_w2_group = mlp_proj_params + all_mlp_matrices = mlp_fc_params + mlp_proj_params + + # Scalar parameters (all others not explicitly grouped as matrices) + # matrix_params_for_scalar_check = set(head_params + embed_params + all_attn_matrices + all_mlp_matrices) + matrix_params_for_scalar_check = set(head_params + all_attn_matrices + all_mlp_matrices) + scalar_params = [p for n, p in raw_model.named_parameters() if p not in matrix_params_for_scalar_check] + for p_scalar in scalar_params: # Sanity check + if p_scalar.ndim >=2: + print(f"PRINT: Warning - Parameter {p_scalar.shape} ended up in scalar_params but has ndim >= 2. Check grouping.") + + + # Determine parameter distribution based on optimizer_mode + muon_params_target_list = [] + adam_matrix_target_list = [] # Matrices that Adam will handle specifically + adam_matrix_lr = exp_args.adam_lr # LR for matrices if Adam handles them (can be tuned) + + current_optimizer_mode = exp_args.optimizer_mode + + print(f"PRINT: Configuring optimizers for EXPERIMENT_MODE = {current_optimizer_mode}") + + if current_optimizer_mode == 0: # Original behavior: Muon on all "hidden_matrix_params" + print(f"PRINT: Mode 0: Muon on ALL Attention (QKVO) and ALL MLP matrices.") + muon_params_target_list = all_attn_matrices + all_mlp_matrices + # Adam handles embeds, head, scalars by default. No extra matrices for Adam here. + elif current_optimizer_mode == 1: # Muon on QK, Adam on VO and MLP + print(f"PRINT: Mode 1: Muon on QK Attn. Adam on VO Attn, MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_qk_group + adam_matrix_target_list = attn_vo_group + all_mlp_matrices + elif current_optimizer_mode == 2: # Muon on VO, Adam on QK and MLP + print(f"PRINT: Mode 2: Muon on VO Attn. Adam on QK Attn, MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + adam_matrix_target_list = attn_qk_group + all_mlp_matrices + elif current_optimizer_mode == 3: # Muon on All Attn (QKVO), Adam on MLP + print(f"PRINT: Mode 3: Muon on ALL Attn (QKVO). Adam on MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = all_attn_matrices + adam_matrix_target_list = all_mlp_matrices + elif current_optimizer_mode == 4: # Muon on MLP, Adam on All Attn (QKVO) + print(f"PRINT: Mode 4: Muon on MLP. Adam on ALL Attn (QKVO) (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = all_mlp_matrices + adam_matrix_target_list = all_attn_matrices + elif current_optimizer_mode == 5: # NEW MODE 5 - All Adam + print(f"PRINT: Mode 5: All Adam. All Attn and MLP matrices to Adam (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = [] + adam_matrix_target_list = all_attn_matrices + all_mlp_matrices # All matrices to Adam + elif current_optimizer_mode == 6: # Muon on W_2 MLP, Adam on attn, W_1 MLP + print(f"PRINT: Mode 6: Muon on W_2 MLP. Adam on attn, W_1 MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = mlp_w2_group + adam_matrix_target_list = all_attn_matrices + mlp_w1_group + elif current_optimizer_mode == 7: # Muon on VO Attn, MLP, Adam on QK Attn + print(f"PRINT: Mode 7: Muon on VO Attn, MLP. Adam on QK Attn (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + all_mlp_matrices + adam_matrix_target_list = attn_qk_group + elif current_optimizer_mode == 8: # Muon on VO Attn, W_2 MLP, Adam on QK Attn, W_1 MLP + print(f"PRINT: Mode 8: Muon on VO Attn, W_2 MLP. Adam on QK Attn, W_1 MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + mlp_w2_group + adam_matrix_target_list = attn_qk_group + mlp_w1_group + else: + raise ValueError(f"Unsupported EXPERIMENT_MODE: {current_optimizer_mode}") + + # Adam optimizer setup + adam_param_groups_config = [ + dict(params=head_params, lr=adam_matrix_lr), + #dict(params=embed_params, lr=adam_matrix_lr), + dict(params=scalar_params, lr=adam_matrix_lr) # Scalar params always go to Adam + ] + # Add matrices specifically assigned to Adam for this experiment mode + if adam_matrix_target_list: + # Ensure adam_matrix_target_list is flat and contains Parameters + flat_adam_matrices = [p for sublist_or_p in adam_matrix_target_list for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]) if p is not None] + if flat_adam_matrices: # Only add group if there are params + adam_param_groups_config.append(dict(params=flat_adam_matrices, lr=adam_matrix_lr)) + + # Filter out any Adam groups that might be empty (e.g., if scalar_params was empty) + adam_param_groups_config = [g for g in adam_param_groups_config if g['params']] + print(f"PRINT: The length of Adam param groups config: {len(adam_param_groups_config)}") + optimizer1 = torch.optim.Adam(adam_param_groups_config, betas=(0.9, 0.95), eps=1e-10, fused=True) + optimizers = [optimizer1] # Start with Adam + + # Muon optimizer setup + # if muon_params_target_list: + # # Ensure muon_params_target_list is flat, unique, and contains Parameters + # flat_unique_muon_params = [] + # seen_muon_ids = set() + # for sublist_or_p in muon_params_target_list: + # for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]): + # if p is not None and id(p) not in seen_muon_ids: + # flat_unique_muon_params.append(p) + # seen_muon_ids.add(id(p)) + + # muon_param_groups_config = [] + # if flat_unique_muon_params: + # muon_param_groups_config.append(dict(params=flat_unique_muon_params, lr=exp_args.muon_lr)) + + # if flat_unique_muon_params: # Only create Muon if it has parameters + # optimizer2 = Muon(muon_param_groups_config, lr=exp_args.muon_lr, momentum=0.95,rank=ddp_rank, world_size=ddp_world_size) # Pass nesterov, ns_steps + # optimizers.append(optimizer2) + # else: + # print("PRINT: Muon optimizer not created as its target parameter list was empty.") + # optimizer2 = None # Explicitly set to None if not created + # else: + # print("PRINT: Muon optimizer not created as muon_params_target_list was empty (e.g. mode where Adam handles all matrices).") + # optimizer2 = None # Explicitly set to None + # Muon optimizer setup + if muon_params_target_list: + # Ensure muon_params_target_list is flat, unique, and contains Parameters + flat_unique_muon_params = [] + seen_muon_ids = set() + for sublist_or_p in muon_params_target_list: + for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]): + if p is not None and id(p) not in seen_muon_ids: + flat_unique_muon_params.append(p) + seen_muon_ids.add(id(p)) + + if flat_unique_muon_params: # Only create Muon if it has parameters + optimizer2 = Muon(flat_unique_muon_params, lr=exp_args.muon_lr, momentum=0.95,rank=ddp_rank, world_size=ddp_world_size) # Pass nesterov, ns_steps + optimizers.append(optimizer2) + else: + print("PRINT: Muon optimizer not created as its target parameter list was empty.") + optimizer2 = None # Explicitly set to None if not created + else: + print("PRINT: Muon optimizer not created as muon_params_target_list was empty (e.g. mode where Adam handles all matrices).") + optimizer2 = None # Explicitly set to None + + print(f"PRINT: Optimizers configured. Total optimizers: {len(optimizers)}") + if optimizer2: + print(f"PRINT: Muon optimizer is active with {len(flat_unique_muon_params)} parameters.") +elif exp_args.model_parameterization == "gated": + print("PRINT: Collecting parameters for optimizers...") + head_params = [raw_model.lm_head.weight] + # embed_params = [raw_model.transformer.wte.weight] + + # Granular collection for attention and MLP parts + attn_q_params = [] + attn_k_params = [] + attn_v_params = [] + attn_o_params = [] # W_O from c_proj + mlp_fc_params = [] + mlp_proj_params = [] + mlp_up_params = [] + + for block_module in raw_model.transformer.h: + if block_module.attn is not None: + # These attributes (c_q, c_k, c_v) MUST exist in your CausalSelfAttention class + if hasattr(block_module.attn, 'c_q'): attn_q_params.append(block_module.attn.c_q.weight) + else: + print(f"PRINT: Warning: c_q not found in attn module of a block.") + if hasattr(block_module.attn, 'c_k'): attn_k_params.append(block_module.attn.c_k.weight) + else: print(f"PRINT: Warning: c_k not found in attn module of a block.") + if hasattr(block_module.attn, 'c_v'): attn_v_params.append(block_module.attn.c_v.weight) + else: print(f"PRINT: Warning: c_v not found in attn module of a block.") + attn_o_params.append(block_module.attn.c_proj.weight) + if block_module.mlp is not None: + mlp_fc_params.append(block_module.mlp.c_fc.weight) + mlp_proj_params.append(block_module.mlp.c_proj.weight) + mlp_up_params.append(block_module.mlp.c_up.weight) + + # Combine into logical groups for experiments + attn_qk_group = attn_q_params + attn_k_params + attn_vo_group = attn_v_params + attn_o_params + all_attn_matrices = attn_qk_group + attn_vo_group + mlp_w1_group = mlp_fc_params + mlp_up_params + mlp_w2_group = mlp_proj_params + all_mlp_matrices = mlp_fc_params + mlp_proj_params+ mlp_up_params + + # Scalar parameters (all others not explicitly grouped as matrices) + # matrix_params_for_scalar_check = set(head_params + embed_params + all_attn_matrices + all_mlp_matrices) + matrix_params_for_scalar_check = set(head_params + all_attn_matrices + all_mlp_matrices) + scalar_params = [p for n, p in raw_model.named_parameters() if p not in matrix_params_for_scalar_check] + for p_scalar in scalar_params: # Sanity check + if p_scalar.ndim >=2: + print(f"PRINT: Warning - Parameter {p_scalar.shape} ended up in scalar_params but has ndim >= 2. Check grouping.") + + + # Determine parameter distribution based on optimizer_mode + muon_params_target_list = [] + adam_matrix_target_list = [] # Matrices that Adam will handle specifically + adam_matrix_lr = exp_args.adam_lr # LR for matrices if Adam handles them (can be tuned) + + current_optimizer_mode = exp_args.optimizer_mode + + print(f"PRINT: Configuring optimizers for EXPERIMENT_MODE = {current_optimizer_mode}") + + if current_optimizer_mode == 0: # Original behavior: Muon on all "hidden_matrix_params" + print(f"PRINT: Mode 0: Muon on ALL Attention (QKVO) and ALL MLP matrices.") + muon_params_target_list = all_attn_matrices + all_mlp_matrices + # Adam handles embeds, head, scalars by default. No extra matrices for Adam here. + elif current_optimizer_mode == 1: # Muon on QK, Adam on VO and MLP + print(f"PRINT: Mode 1: Muon on QK Attn. Adam on VO Attn, MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_qk_group + adam_matrix_target_list = attn_vo_group + all_mlp_matrices + elif current_optimizer_mode == 2: # Muon on VO, Adam on QK and MLP + print(f"PRINT: Mode 2: Muon on VO Attn. Adam on QK Attn, MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + adam_matrix_target_list = attn_qk_group + all_mlp_matrices + elif current_optimizer_mode == 3: # Muon on All Attn (QKVO), Adam on MLP + print(f"PRINT: Mode 3: Muon on ALL Attn (QKVO). Adam on MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = all_attn_matrices + adam_matrix_target_list = all_mlp_matrices + elif current_optimizer_mode == 4: # Muon on MLP, Adam on All Attn (QKVO) + print(f"PRINT: Mode 4: Muon on MLP. Adam on ALL Attn (QKVO) (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = all_mlp_matrices + adam_matrix_target_list = all_attn_matrices + elif current_optimizer_mode == 5: # NEW MODE 5 - All Adam + print(f"PRINT: Mode 5: All Adam. All Attn and MLP matrices to Adam (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = [] + adam_matrix_target_list = all_attn_matrices + all_mlp_matrices # All matrices to Adam + elif current_optimizer_mode == 6: # Muon on W_2 MLP, Adam on attn, W_1 MLP + print(f"PRINT: Mode 6: Muon on W_2 MLP. Adam on attn, W_1 MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = mlp_w2_group + adam_matrix_target_list = all_attn_matrices + mlp_w1_group + elif current_optimizer_mode == 7: # Muon on VO Attn, MLP, Adam on QK Attn + print(f"PRINT: Mode 7: Muon on VO Attn, MLP. Adam on QK Attn (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + all_mlp_matrices + adam_matrix_target_list = attn_qk_group + elif current_optimizer_mode == 8: # Muon on VO Attn, W_2 MLP, Adam on QK Attn, W_1 MLP + print(f"PRINT: Mode 8: Muon on VO Attn, W_2 MLP. Adam on QK Attn, W_1 MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + mlp_w2_group + adam_matrix_target_list = attn_qk_group + mlp_w1_group + else: + raise ValueError(f"Unsupported EXPERIMENT_MODE: {current_optimizer_mode}") + + # Adam optimizer setup + adam_param_groups_config = [ + dict(params=head_params, lr=adam_matrix_lr), + # dict(params=embed_params, lr=adam_matrix_lr), + dict(params=scalar_params, lr=adam_matrix_lr) # Scalar params always go to Adam + ] + + # Add matrices specifically assigned to Adam for this experiment mode + if adam_matrix_target_list: + # Ensure adam_matrix_target_list is flat and contains Parameters + flat_adam_matrices = [p for sublist_or_p in adam_matrix_target_list for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]) if p is not None] + if flat_adam_matrices: # Only add group if there are params + adam_param_groups_config.append(dict(params=flat_adam_matrices, lr=adam_matrix_lr)) + + # Filter out any Adam groups that might be empty (e.g., if scalar_params was empty) + adam_param_groups_config = [g for g in adam_param_groups_config if g['params']] + # print(f"PRINT: The length of Adam param groups config: {len(adam_param_groups_config)}") + optimizer1 = torch.optim.Adam(adam_param_groups_config, betas=(0.9, 0.95), eps=1e-10, fused=True) + optimizers = [optimizer1] # Start with Adam + + + if muon_params_target_list: + # Ensure muon_params_target_list is flat, unique, and contains Parameters + flat_unique_muon_params = [] + seen_muon_ids = set() + for sublist_or_p in muon_params_target_list: + for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]): + if p is not None and id(p) not in seen_muon_ids: + flat_unique_muon_params.append(p) + seen_muon_ids.add(id(p)) + + if flat_unique_muon_params: # Only create Muon if it has parameters + optimizer2 = Muon(flat_unique_muon_params, lr=exp_args.muon_lr, momentum=0.95,rank=ddp_rank, world_size=ddp_world_size) # Pass nesterov, ns_steps + optimizers.append(optimizer2) + else: + print("PRINT: Muon optimizer not created as its target parameter list was empty.") + optimizer2 = None # Explicitly set to None if not created + else: + print("PRINT: Muon optimizer not created as muon_params_target_list was empty (e.g. mode where Adam handles all matrices).") + optimizer2 = None # Explicitly set to None + + print(f"PRINT: Optimizers configured. Total optimizers: {len(optimizers)}") + if optimizer2: + print(f"PRINT: Muon optimizer is active with {len(flat_unique_muon_params)} parameters.") + +# 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] + +if master_process: + with open(logfile, "a") as f: + f.write(code) + +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 + with torch.no_grad(): + 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")step:0/6000 val_loss:20.6103 train_time:177ms step_avg:nanms +step:1/6000 train_loss:20.6036 train_time:224831ms step_avg:nanms +step:2/6000 train_loss:9.5708 train_time:228543ms step_avg:nanms +step:3/6000 train_loss:9.1587 train_time:232104ms step_avg:nanms +step:4/6000 train_loss:8.6965 train_time:235658ms step_avg:nanms +step:5/6000 train_loss:8.2307 train_time:239214ms step_avg:nanms +step:6/6000 train_loss:8.1347 train_time:243192ms step_avg:nanms +step:7/6000 train_loss:7.7291 train_time:246749ms step_avg:nanms +step:8/6000 train_loss:7.8933 train_time:250312ms step_avg:nanms +step:9/6000 train_loss:7.6821 train_time:253872ms step_avg:nanms +step:10/6000 train_loss:7.9434 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a/logs_new_MUON_large_reshape_svd/ori/mode_7_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/config.json b/logs_new_MUON_large_reshape_svd/ori/mode_7_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/config.json new file mode 100644 index 0000000000000000000000000000000000000000..19402ed352acfdfc4c4d2bc71580414d4ba076f1 --- /dev/null +++ b/logs_new_MUON_large_reshape_svd/ori/mode_7_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/config.json @@ -0,0 +1,27 @@ +{ + "cli_args": { + "seed": 44, + "optimizer_mode": 7, + "model_parameterization": "qkvo", + "adam_lr": 0.0005, + "muon_lr": 0.0005, + "base_dir": "logs_new_MUON_large_reshape_svd/ori" + }, + "hyperparameters": { + "input_bin": "/home/aiops/zhangfz/MUON_theory/modded-nanogpt/data/fineweb10B/fineweb_train_*.bin", + "input_val_bin": "/home/aiops/zhangfz/MUON_theory/modded-nanogpt/data/fineweb10B/fineweb_val_*.bin", + "batch_size": 960, + "device_batch_size": 24, + "sequence_length": 1024, + "num_iterations": 6000, + "learning_rate": 0.0018, + "warmup_iters": 0, + "warmdown_iters": 0, + "weight_decay": 0, + "val_loss_every": 125, + "val_tokens": 10420224, + "save_every": 0 + }, + "run_uuid_for_log": "bc41547c-a157-48a6-a382-b4ab9944a5e9", + "script_code_logged_at_start": true +} \ No newline at end of file diff --git a/logs_new_MUON_large_reshape_svd/ori/mode_7_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/training_log_bc41547c-a157-48a6-a382-b4ab9944a5e9.txt b/logs_new_MUON_large_reshape_svd/ori/mode_7_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/training_log_bc41547c-a157-48a6-a382-b4ab9944a5e9.txt new file mode 100644 index 0000000000000000000000000000000000000000..76533eecf42d223871910908ce153d226c1586f6 --- /dev/null +++ b/logs_new_MUON_large_reshape_svd/ori/mode_7_param_qkvo_muon_lr_0.0005_adam_lr_0.0005_seed_44/training_log_bc41547c-a157-48a6-a382-b4ab9944a5e9.txt @@ -0,0 +1,6183 @@ +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 + +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_nes 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 +from kn_util.utils import setup_debugpy + + +# ----------------------------------------------------------------------------- +# 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*120 # 8*120 # batch size, in sequences, across all devices + device_batch_size : int = 24 # batch size, in sequences, per device + sequence_length : int = 1024 # sequence length, in tokens + num_iterations : int = 6000 # number of iterations to run + learning_rate : float = 0.0036 / 2 + warmup_iters : int = 0 + warmdown_iters : int = 0 # 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 # 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 +# setup_debugpy(force=True) +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_new_MUON_large/test", 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. + +logfile = None +run_dir_path_str = None +base_log_dir = Path(exp_args.base_dir) + + +if master_process: + import subprocess + set_seed(exp_args.seed) + + # Construct folder name based on config and seed + # run_folder_name = f"mode_{exp_args.optimizer_mode}_param_{exp_args.model_parameterization}_adam_lr_{exp_args.adam_lr}_seed_{exp_args.seed}" + run_folder_name = f"mode_{exp_args.optimizer_mode}_param_{exp_args.model_parameterization}_muon_lr_{exp_args.muon_lr}_adam_lr_{exp_args.adam_lr}_seed_{exp_args.seed}" + run_dir_path = base_log_dir / run_folder_name + run_dir_path.mkdir(parents=True, exist_ok=True) + run_dir_path_str = str(run_dir_path) + + run_uuid = uuid.uuid4() + logfile = run_dir_path / f"training_log_{run_uuid}.txt" + print(f"Logging to: {logfile}") + + # Save configuration + config_to_save = { + "cli_args": vars(exp_args), + "hyperparameters": {k: v for k, v in args.__class__.__dict__.items() if not k.startswith('__') and not callable(v)}, + "run_uuid_for_log": str(run_uuid), + "script_code_logged_at_start": True + } + config_file_path = run_dir_path / "config.json" + with open(config_file_path, "w") as f: + json.dump(config_to_save, f, indent=4) + print(f"Saved configuration to: {config_file_path}") + +# 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 + + +if exp_args.model_parameterization == "qkvo": + from models.nano_GPT_qkvo_large import GPT, GPTConfig + # model = GPT(GPTConfig(vocab_size=num_vocab, n_layer=25, n_head=12, n_embd=1536)) + model = GPT(GPTConfig(vocab_size=num_vocab, n_layer=36, n_head=20, n_embd=1280)) +elif exp_args.model_parameterization == "gated": + from models.nano_GPT_gated_large import GPT, GPTConfig + model = GPT(GPTConfig(vocab_size=num_vocab, n_layer=19, 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) + +# for name, param in raw_model.named_parameters(): +# print(name, param.shape) + +if exp_args.model_parameterization == "qkvo" : + print("PRINT: Collecting parameters for optimizers...") + head_params = [raw_model.lm_head.weight] + # embed_params = [raw_model.transformer.wte.weight] + + # Granular collection for attention and MLP parts + attn_q_params = [] + attn_k_params = [] + attn_v_params = [] + attn_o_params = [] # W_O from c_proj + mlp_fc_params = [] + mlp_proj_params = [] + + for block_module in raw_model.transformer.h: + if block_module.attn is not None: + # These attributes (c_q, c_k, c_v) MUST exist in your CausalSelfAttention class + if hasattr(block_module.attn, 'c_q'): attn_q_params.append(block_module.attn.c_q.weight) + else: + print(f"PRINT: Warning: c_q not found in attn module of a block.") + if hasattr(block_module.attn, 'c_k'): attn_k_params.append(block_module.attn.c_k.weight) + else: print(f"PRINT: Warning: c_k not found in attn module of a block.") + if hasattr(block_module.attn, 'c_v'): attn_v_params.append(block_module.attn.c_v.weight) + else: print(f"PRINT: Warning: c_v not found in attn module of a block.") + attn_o_params.append(block_module.attn.c_proj.weight) + if block_module.mlp is not None: + mlp_fc_params.append(block_module.mlp.c_fc.weight) + mlp_proj_params.append(block_module.mlp.c_proj.weight) + + # Combine into logical groups for experiments + attn_qk_group = attn_q_params + attn_k_params + attn_vo_group = attn_v_params + attn_o_params + all_attn_matrices = attn_qk_group + attn_vo_group + mlp_w1_group = mlp_fc_params + mlp_w2_group = mlp_proj_params + all_mlp_matrices = mlp_fc_params + mlp_proj_params + + # Scalar parameters (all others not explicitly grouped as matrices) + # matrix_params_for_scalar_check = set(head_params + embed_params + all_attn_matrices + all_mlp_matrices) + matrix_params_for_scalar_check = set(head_params + all_attn_matrices + all_mlp_matrices) + scalar_params = [p for n, p in raw_model.named_parameters() if p not in matrix_params_for_scalar_check] + for p_scalar in scalar_params: # Sanity check + if p_scalar.ndim >=2: + print(f"PRINT: Warning - Parameter {p_scalar.shape} ended up in scalar_params but has ndim >= 2. Check grouping.") + + + # Determine parameter distribution based on optimizer_mode + muon_params_target_list = [] + adam_matrix_target_list = [] # Matrices that Adam will handle specifically + adam_matrix_lr = exp_args.adam_lr # LR for matrices if Adam handles them (can be tuned) + + current_optimizer_mode = exp_args.optimizer_mode + + print(f"PRINT: Configuring optimizers for EXPERIMENT_MODE = {current_optimizer_mode}") + + if current_optimizer_mode == 0: # Original behavior: Muon on all "hidden_matrix_params" + print(f"PRINT: Mode 0: Muon on ALL Attention (QKVO) and ALL MLP matrices.") + muon_params_target_list = all_attn_matrices + all_mlp_matrices + # Adam handles embeds, head, scalars by default. No extra matrices for Adam here. + elif current_optimizer_mode == 1: # Muon on QK, Adam on VO and MLP + print(f"PRINT: Mode 1: Muon on QK Attn. Adam on VO Attn, MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_qk_group + adam_matrix_target_list = attn_vo_group + all_mlp_matrices + elif current_optimizer_mode == 2: # Muon on VO, Adam on QK and MLP + print(f"PRINT: Mode 2: Muon on VO Attn. Adam on QK Attn, MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + adam_matrix_target_list = attn_qk_group + all_mlp_matrices + elif current_optimizer_mode == 3: # Muon on All Attn (QKVO), Adam on MLP + print(f"PRINT: Mode 3: Muon on ALL Attn (QKVO). Adam on MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = all_attn_matrices + adam_matrix_target_list = all_mlp_matrices + elif current_optimizer_mode == 4: # Muon on MLP, Adam on All Attn (QKVO) + print(f"PRINT: Mode 4: Muon on MLP. Adam on ALL Attn (QKVO) (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = all_mlp_matrices + adam_matrix_target_list = all_attn_matrices + elif current_optimizer_mode == 5: # NEW MODE 5 - All Adam + print(f"PRINT: Mode 5: All Adam. All Attn and MLP matrices to Adam (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = [] + adam_matrix_target_list = all_attn_matrices + all_mlp_matrices # All matrices to Adam + elif current_optimizer_mode == 6: # Muon on W_2 MLP, Adam on attn, W_1 MLP + print(f"PRINT: Mode 6: Muon on W_2 MLP. Adam on attn, W_1 MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = mlp_w2_group + adam_matrix_target_list = all_attn_matrices + mlp_w1_group + elif current_optimizer_mode == 7: # Muon on VO Attn, MLP, Adam on QK Attn + print(f"PRINT: Mode 7: Muon on VO Attn, MLP. Adam on QK Attn (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + all_mlp_matrices + adam_matrix_target_list = attn_qk_group + elif current_optimizer_mode == 8: # Muon on VO Attn, W_2 MLP, Adam on QK Attn, W_1 MLP + print(f"PRINT: Mode 8: Muon on VO Attn, W_2 MLP. Adam on QK Attn, W_1 MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + mlp_w2_group + adam_matrix_target_list = attn_qk_group + mlp_w1_group + else: + raise ValueError(f"Unsupported EXPERIMENT_MODE: {current_optimizer_mode}") + + # Adam optimizer setup + adam_param_groups_config = [ + dict(params=head_params, lr=adam_matrix_lr), + #dict(params=embed_params, lr=adam_matrix_lr), + dict(params=scalar_params, lr=adam_matrix_lr) # Scalar params always go to Adam + ] + # Add matrices specifically assigned to Adam for this experiment mode + if adam_matrix_target_list: + # Ensure adam_matrix_target_list is flat and contains Parameters + flat_adam_matrices = [p for sublist_or_p in adam_matrix_target_list for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]) if p is not None] + if flat_adam_matrices: # Only add group if there are params + adam_param_groups_config.append(dict(params=flat_adam_matrices, lr=adam_matrix_lr)) + + # Filter out any Adam groups that might be empty (e.g., if scalar_params was empty) + adam_param_groups_config = [g for g in adam_param_groups_config if g['params']] + print(f"PRINT: The length of Adam param groups config: {len(adam_param_groups_config)}") + optimizer1 = torch.optim.Adam(adam_param_groups_config, betas=(0.9, 0.95), eps=1e-10, fused=True) + optimizers = [optimizer1] # Start with Adam + + # Muon optimizer setup + # if muon_params_target_list: + # # Ensure muon_params_target_list is flat, unique, and contains Parameters + # flat_unique_muon_params = [] + # seen_muon_ids = set() + # for sublist_or_p in muon_params_target_list: + # for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]): + # if p is not None and id(p) not in seen_muon_ids: + # flat_unique_muon_params.append(p) + # seen_muon_ids.add(id(p)) + + # muon_param_groups_config = [] + # if flat_unique_muon_params: + # muon_param_groups_config.append(dict(params=flat_unique_muon_params, lr=exp_args.muon_lr)) + + # if flat_unique_muon_params: # Only create Muon if it has parameters + # optimizer2 = Muon(muon_param_groups_config, lr=exp_args.muon_lr, momentum=0.95,rank=ddp_rank, world_size=ddp_world_size) # Pass nesterov, ns_steps + # optimizers.append(optimizer2) + # else: + # print("PRINT: Muon optimizer not created as its target parameter list was empty.") + # optimizer2 = None # Explicitly set to None if not created + # else: + # print("PRINT: Muon optimizer not created as muon_params_target_list was empty (e.g. mode where Adam handles all matrices).") + # optimizer2 = None # Explicitly set to None + # Muon optimizer setup + if muon_params_target_list: + # Ensure muon_params_target_list is flat, unique, and contains Parameters + flat_unique_muon_params = [] + seen_muon_ids = set() + for sublist_or_p in muon_params_target_list: + for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]): + if p is not None and id(p) not in seen_muon_ids: + flat_unique_muon_params.append(p) + seen_muon_ids.add(id(p)) + + if flat_unique_muon_params: # Only create Muon if it has parameters + optimizer2 = Muon(flat_unique_muon_params, lr=exp_args.muon_lr, momentum=0.95,rank=ddp_rank, world_size=ddp_world_size) # Pass nesterov, ns_steps + optimizers.append(optimizer2) + else: + print("PRINT: Muon optimizer not created as its target parameter list was empty.") + optimizer2 = None # Explicitly set to None if not created + else: + print("PRINT: Muon optimizer not created as muon_params_target_list was empty (e.g. mode where Adam handles all matrices).") + optimizer2 = None # Explicitly set to None + + print(f"PRINT: Optimizers configured. Total optimizers: {len(optimizers)}") + if optimizer2: + print(f"PRINT: Muon optimizer is active with {len(flat_unique_muon_params)} parameters.") +elif exp_args.model_parameterization == "gated": + print("PRINT: Collecting parameters for optimizers...") + head_params = [raw_model.lm_head.weight] + # embed_params = [raw_model.transformer.wte.weight] + + # Granular collection for attention and MLP parts + attn_q_params = [] + attn_k_params = [] + attn_v_params = [] + attn_o_params = [] # W_O from c_proj + mlp_fc_params = [] + mlp_proj_params = [] + mlp_up_params = [] + + for block_module in raw_model.transformer.h: + if block_module.attn is not None: + # These attributes (c_q, c_k, c_v) MUST exist in your CausalSelfAttention class + if hasattr(block_module.attn, 'c_q'): attn_q_params.append(block_module.attn.c_q.weight) + else: + print(f"PRINT: Warning: c_q not found in attn module of a block.") + if hasattr(block_module.attn, 'c_k'): attn_k_params.append(block_module.attn.c_k.weight) + else: print(f"PRINT: Warning: c_k not found in attn module of a block.") + if hasattr(block_module.attn, 'c_v'): attn_v_params.append(block_module.attn.c_v.weight) + else: print(f"PRINT: Warning: c_v not found in attn module of a block.") + attn_o_params.append(block_module.attn.c_proj.weight) + if block_module.mlp is not None: + mlp_fc_params.append(block_module.mlp.c_fc.weight) + mlp_proj_params.append(block_module.mlp.c_proj.weight) + mlp_up_params.append(block_module.mlp.c_up.weight) + + # Combine into logical groups for experiments + attn_qk_group = attn_q_params + attn_k_params + attn_vo_group = attn_v_params + attn_o_params + all_attn_matrices = attn_qk_group + attn_vo_group + mlp_w1_group = mlp_fc_params + mlp_up_params + mlp_w2_group = mlp_proj_params + all_mlp_matrices = mlp_fc_params + mlp_proj_params+ mlp_up_params + + # Scalar parameters (all others not explicitly grouped as matrices) + # matrix_params_for_scalar_check = set(head_params + embed_params + all_attn_matrices + all_mlp_matrices) + matrix_params_for_scalar_check = set(head_params + all_attn_matrices + all_mlp_matrices) + scalar_params = [p for n, p in raw_model.named_parameters() if p not in matrix_params_for_scalar_check] + for p_scalar in scalar_params: # Sanity check + if p_scalar.ndim >=2: + print(f"PRINT: Warning - Parameter {p_scalar.shape} ended up in scalar_params but has ndim >= 2. Check grouping.") + + + # Determine parameter distribution based on optimizer_mode + muon_params_target_list = [] + adam_matrix_target_list = [] # Matrices that Adam will handle specifically + adam_matrix_lr = exp_args.adam_lr # LR for matrices if Adam handles them (can be tuned) + + current_optimizer_mode = exp_args.optimizer_mode + + print(f"PRINT: Configuring optimizers for EXPERIMENT_MODE = {current_optimizer_mode}") + + if current_optimizer_mode == 0: # Original behavior: Muon on all "hidden_matrix_params" + print(f"PRINT: Mode 0: Muon on ALL Attention (QKVO) and ALL MLP matrices.") + muon_params_target_list = all_attn_matrices + all_mlp_matrices + # Adam handles embeds, head, scalars by default. No extra matrices for Adam here. + elif current_optimizer_mode == 1: # Muon on QK, Adam on VO and MLP + print(f"PRINT: Mode 1: Muon on QK Attn. Adam on VO Attn, MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_qk_group + adam_matrix_target_list = attn_vo_group + all_mlp_matrices + elif current_optimizer_mode == 2: # Muon on VO, Adam on QK and MLP + print(f"PRINT: Mode 2: Muon on VO Attn. Adam on QK Attn, MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + adam_matrix_target_list = attn_qk_group + all_mlp_matrices + elif current_optimizer_mode == 3: # Muon on All Attn (QKVO), Adam on MLP + print(f"PRINT: Mode 3: Muon on ALL Attn (QKVO). Adam on MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = all_attn_matrices + adam_matrix_target_list = all_mlp_matrices + elif current_optimizer_mode == 4: # Muon on MLP, Adam on All Attn (QKVO) + print(f"PRINT: Mode 4: Muon on MLP. Adam on ALL Attn (QKVO) (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = all_mlp_matrices + adam_matrix_target_list = all_attn_matrices + elif current_optimizer_mode == 5: # NEW MODE 5 - All Adam + print(f"PRINT: Mode 5: All Adam. All Attn and MLP matrices to Adam (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = [] + adam_matrix_target_list = all_attn_matrices + all_mlp_matrices # All matrices to Adam + elif current_optimizer_mode == 6: # Muon on W_2 MLP, Adam on attn, W_1 MLP + print(f"PRINT: Mode 6: Muon on W_2 MLP. Adam on attn, W_1 MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = mlp_w2_group + adam_matrix_target_list = all_attn_matrices + mlp_w1_group + elif current_optimizer_mode == 7: # Muon on VO Attn, MLP, Adam on QK Attn + print(f"PRINT: Mode 7: Muon on VO Attn, MLP. Adam on QK Attn (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + all_mlp_matrices + adam_matrix_target_list = attn_qk_group + elif current_optimizer_mode == 8: # Muon on VO Attn, W_2 MLP, Adam on QK Attn, W_1 MLP + print(f"PRINT: Mode 8: Muon on VO Attn, W_2 MLP. Adam on QK Attn, W_1 MLP (Adam LR: {adam_matrix_lr}).") + muon_params_target_list = attn_vo_group + mlp_w2_group + adam_matrix_target_list = attn_qk_group + mlp_w1_group + else: + raise ValueError(f"Unsupported EXPERIMENT_MODE: {current_optimizer_mode}") + + # Adam optimizer setup + adam_param_groups_config = [ + dict(params=head_params, lr=adam_matrix_lr), + # dict(params=embed_params, lr=adam_matrix_lr), + dict(params=scalar_params, lr=adam_matrix_lr) # Scalar params always go to Adam + ] + + # Add matrices specifically assigned to Adam for this experiment mode + if adam_matrix_target_list: + # Ensure adam_matrix_target_list is flat and contains Parameters + flat_adam_matrices = [p for sublist_or_p in adam_matrix_target_list for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]) if p is not None] + if flat_adam_matrices: # Only add group if there are params + adam_param_groups_config.append(dict(params=flat_adam_matrices, lr=adam_matrix_lr)) + + # Filter out any Adam groups that might be empty (e.g., if scalar_params was empty) + adam_param_groups_config = [g for g in adam_param_groups_config if g['params']] + # print(f"PRINT: The length of Adam param groups config: {len(adam_param_groups_config)}") + optimizer1 = torch.optim.Adam(adam_param_groups_config, betas=(0.9, 0.95), eps=1e-10, fused=True) + optimizers = [optimizer1] # Start with Adam + + + if muon_params_target_list: + # Ensure muon_params_target_list is flat, unique, and contains Parameters + flat_unique_muon_params = [] + seen_muon_ids = set() + for sublist_or_p in muon_params_target_list: + for p in (sublist_or_p if isinstance(sublist_or_p, list) else [sublist_or_p]): + if p is not None and id(p) not in seen_muon_ids: + flat_unique_muon_params.append(p) + seen_muon_ids.add(id(p)) + + if flat_unique_muon_params: # Only create Muon if it has parameters + optimizer2 = Muon(flat_unique_muon_params, lr=exp_args.muon_lr, momentum=0.95,rank=ddp_rank, world_size=ddp_world_size) # Pass nesterov, ns_steps + optimizers.append(optimizer2) + else: + print("PRINT: Muon optimizer not created as its target parameter list was empty.") + optimizer2 = None # Explicitly set to None if not created + else: + print("PRINT: Muon optimizer not created as muon_params_target_list was empty (e.g. mode where Adam handles all matrices).") + optimizer2 = None # Explicitly set to None + + print(f"PRINT: Optimizers configured. Total optimizers: {len(optimizers)}") + if optimizer2: + print(f"PRINT: Muon optimizer is active with {len(flat_unique_muon_params)} parameters.") + +# 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] + +if master_process: + with open(logfile, "a") as f: + f.write(code) + +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 + with torch.no_grad(): + 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")step:0/6000 val_loss:20.6103 train_time:263ms step_avg:nanms +step:1/6000 train_loss:20.6036 train_time:246211ms step_avg:nanms +step:2/6000 train_loss:9.6795 train_time:250043ms step_avg:nanms +step:3/6000 train_loss:9.5081 train_time:253684ms step_avg:nanms +step:4/6000 train_loss:9.1964 train_time:257313ms step_avg:nanms +step:5/6000 train_loss:8.7891 train_time:260946ms step_avg:nanms +step:6/6000 train_loss:8.4505 train_time:264586ms step_avg:nanms +step:7/6000 train_loss:7.8302 train_time:268230ms step_avg:nanms +step:8/6000 train_loss:7.8114 train_time:271878ms step_avg:nanms +step:9/6000 train_loss:7.4501 train_time:275529ms step_avg:nanms +step:10/6000 train_loss:7.5957 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