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- pom-30M-D0.61B-bf16-adamw-lr2.4e-03-s101/finalize.json +29 -0
- pom-30M-D0.61B-bf16-adamw-lr2.4e-03-s101/perturb_all.json +284 -0
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- pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/bf16_start.json +40 -0
- pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/finalize.json +29 -0
- pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/launch.yaml +126 -0
- pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/perturb_all.json +284 -0
- pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/perturb_blocks.json +263 -0
- pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/ptq.json +48 -0
- pom-30M-D0.61B-f6-adamw-lr2.4e-03-s102/bf16_start.json +40 -0
- pom-30M-D0.61B-f6-adamw-lr2.4e-03-s102/finalize.json +102 -0
- pom-30M-D0.61B-f6-adamw-lr2.4e-03-s102/launch.yaml +118 -0
- pom-30M-D0.61B-f6-adamw-lr2.4e-03-s102/perturb_all.json +284 -0
- pom-30M-D0.61B-f6-adamw-lr2.4e-03-s102/perturb_blocks.json +263 -0
- pom-30M-D0.61B-f6-adamw-lr2.4e-03-s102/ptq.json +52 -0
- pom-30M-D1.84B-bf16-adamw-lr1.2e-03-s101/bf16_start.json +40 -0
- pom-30M-D1.84B-bf16-adamw-lr1.2e-03-s101/finalize.json +29 -0
- pom-30M-D1.84B-bf16-adamw-lr1.2e-03-s101/launch.yaml +118 -0
- pom-30M-D1.84B-bf16-adamw-lr1.2e-03-s101/perturb_all.json +284 -0
- pom-30M-D1.84B-bf16-adamw-lr1.2e-03-s101/perturb_blocks.json +263 -0
- pom-30M-D1.84B-bf16-adamw-lr1.2e-03-s101/ptq.json +48 -0
- pom-30M-D1.84B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/bf16_start.json +40 -0
- pom-30M-D1.84B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/finalize.json +29 -0
- pom-30M-D1.84B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/launch.yaml +126 -0
- pom-30M-D1.84B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/perturb_all.json +284 -0
- pom-30M-D1.84B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/perturb_blocks.json +263 -0
- pom-30M-D1.84B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/ptq.json +48 -0
- pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101/bf16_start.json +40 -0
- pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101/finalize.json +29 -0
- pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101/launch.yaml +126 -0
- pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101/perturb_all.json +284 -0
- pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101/perturb_blocks.json +263 -0
- pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101/ptq.json +48 -0
- pom-30M-D1.84B-f6-adamw-lr2.4e-03-s101/bf16_start.json +40 -0
- pom-30M-D1.84B-f6-adamw-lr2.4e-03-s101/finalize.json +102 -0
- pom-30M-D1.84B-f6-adamw-lr2.4e-03-s101/launch.yaml +118 -0
- pom-30M-D1.84B-f6-adamw-lr2.4e-03-s101/perturb_all.json +284 -0
- pom-30M-D1.84B-f6-adamw-lr2.4e-03-s101/perturb_blocks.json +263 -0
- pom-30M-D1.84B-f6-adamw-lr2.4e-03-s101/ptq.json +52 -0
- pom-30M-D1.84B-f6-adamw-lr4.8e-03-s101/finalize.json +102 -0
- pom-30M-D1.84B-f6-adamw-lr4.8e-03-s101/perturb_blocks.json +263 -0
- pom-30M-D1.84B-f6-adamw-lr4.8e-03-s101/ptq.json +52 -0
- pom-30M-D1.84B-f6-muon-lr5.0e-03-alr2.4e-03-s101/bf16_start.json +40 -0
- pom-30M-D1.84B-f6-muon-lr5.0e-03-alr2.4e-03-s101/finalize.json +102 -0
- pom-30M-D1.84B-f6-muon-lr5.0e-03-alr2.4e-03-s101/launch.yaml +126 -0
- pom-30M-D1.84B-f6-muon-lr5.0e-03-alr2.4e-03-s101/perturb_all.json +284 -0
- pom-30M-D1.84B-f6-muon-lr5.0e-03-alr2.4e-03-s101/perturb_blocks.json +263 -0
- pom-30M-D1.84B-f6-muon-lr5.0e-03-alr2.4e-03-s101/ptq.json +52 -0
- pom-30M-D1.84B-f6B-muon-lr5.0e-03-alr2.4e-03-s101/bf16_start.json +40 -0
pom-30M-D0.61B-bf16-adamw-lr2.4e-03-s101/finalize.json
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pom-30M-D0.61B-bf16-adamw-lr2.4e-03-s101/perturb_all.json
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pom-30M-D0.61B-bf16-adamw-lr2.4e-03-s101/ptq.json
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pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/bf16_start.json
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pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/finalize.json
ADDED
|
@@ -0,0 +1,29 @@
|
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|
| 1 |
+
{
|
| 2 |
+
"run_dir": "/data/user_data/jgai/precision-optimizer/runs/pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101",
|
| 3 |
+
"w_bits": null,
|
| 4 |
+
"a_bits": null,
|
| 5 |
+
"qkv_bits": null,
|
| 6 |
+
"pre_norm": true,
|
| 7 |
+
"primary": "val_dolma_cc",
|
| 8 |
+
"eval_tokens": {
|
| 9 |
+
"val_dolma_cc": 499712
|
| 10 |
+
},
|
| 11 |
+
"losses_master_plain": {
|
| 12 |
+
"val_dolma_cc": 3.916410182665998
|
| 13 |
+
},
|
| 14 |
+
"losses_eval_model": {
|
| 15 |
+
"val_dolma_cc": 3.916410182665998
|
| 16 |
+
},
|
| 17 |
+
"n_params": 82191872,
|
| 18 |
+
"param_dtypes": [
|
| 19 |
+
"torch.float32"
|
| 20 |
+
],
|
| 21 |
+
"norm_gain_max_abs_dev_from_1": 0.5616782903671265,
|
| 22 |
+
"loss_eval_model": 3.916410182665998,
|
| 23 |
+
"checks": {
|
| 24 |
+
"master_weights_fp32": true,
|
| 25 |
+
"norm_gains_trained": true,
|
| 26 |
+
"loss_finite": true
|
| 27 |
+
},
|
| 28 |
+
"ok": true
|
| 29 |
+
}
|
pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/launch.yaml
ADDED
|
@@ -0,0 +1,126 @@
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|
| 1 |
+
model:
|
| 2 |
+
d_model: 512
|
| 3 |
+
vocab_size: 50304
|
| 4 |
+
n_layers: 9
|
| 5 |
+
block:
|
| 6 |
+
attention:
|
| 7 |
+
name: default
|
| 8 |
+
n_heads: 8
|
| 9 |
+
bias: false
|
| 10 |
+
rope:
|
| 11 |
+
name: default
|
| 12 |
+
theta: 10000
|
| 13 |
+
full_precision: true
|
| 14 |
+
_CLASS_: olmo_core.nn.rope.RoPEConfig
|
| 15 |
+
backend: flash_2
|
| 16 |
+
dtype: float32
|
| 17 |
+
_CLASS_: olmo_core.nn.attention.AttentionConfig
|
| 18 |
+
layer_norm:
|
| 19 |
+
name: rms
|
| 20 |
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eps: 1.0e-06
|
| 21 |
+
bias: false
|
| 22 |
+
dtype: float32
|
| 23 |
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_CLASS_: olmo_core.nn.layer_norm.LayerNormConfig
|
| 24 |
+
feed_forward:
|
| 25 |
+
hidden_size: 1536
|
| 26 |
+
name: default
|
| 27 |
+
bias: false
|
| 28 |
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dtype: float32
|
| 29 |
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_CLASS_: olmo_core.nn.feed_forward.FeedForwardConfig
|
| 30 |
+
name: default
|
| 31 |
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_CLASS_: olmo_core.nn.transformer.config.TransformerBlockConfig
|
| 32 |
+
lm_head:
|
| 33 |
+
name: default
|
| 34 |
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layer_norm:
|
| 35 |
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name: rms
|
| 36 |
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eps: 1.0e-06
|
| 37 |
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bias: false
|
| 38 |
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dtype: float32
|
| 39 |
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_CLASS_: olmo_core.nn.layer_norm.LayerNormConfig
|
| 40 |
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bias: false
|
| 41 |
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dtype: float32
|
| 42 |
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loss_implementation: default
|
| 43 |
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_CLASS_: olmo_core.nn.lm_head.LMHeadConfig
|
| 44 |
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name: default
|
| 45 |
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dtype: float32
|
| 46 |
+
init_method: normal
|
| 47 |
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init_seed: 101
|
| 48 |
+
init_std: 0.02
|
| 49 |
+
_CLASS_: olmo_core.nn.transformer.config.TransformerConfig
|
| 50 |
+
dataset:
|
| 51 |
+
_CLASS_: olmo_core.data.NumpyFSLDatasetConfig
|
| 52 |
+
tokenizer:
|
| 53 |
+
_CLASS_: olmo_core.data.TokenizerConfig
|
| 54 |
+
identifier: allenai/gpt-neox-olmo-dolma-v1_5
|
| 55 |
+
vocab_size: 50280
|
| 56 |
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eos_token_id: 50279
|
| 57 |
+
pad_token_id: 1
|
| 58 |
+
sequence_length: 1024
|
| 59 |
+
work_dir: /data/user_data/jgai/precision-optimizer/work/dataset-cache
|
| 60 |
+
paths:
|
| 61 |
+
- /data/user_data/jgai/precision-perturb/dolma/cc_en_head/part-000-00000.npy
|
| 62 |
+
data_loader:
|
| 63 |
+
_CLASS_: olmo_core.data.NumpyDataLoaderConfig
|
| 64 |
+
global_batch_size: 262144
|
| 65 |
+
seed: 0
|
| 66 |
+
num_workers: 4
|
| 67 |
+
train_module_type: normal
|
| 68 |
+
train_module:
|
| 69 |
+
_CLASS_: precq.train_module.FakeQuantTransformerTrainModuleConfig
|
| 70 |
+
fq_weight_bits: null
|
| 71 |
+
fq_act_bits: null
|
| 72 |
+
fq_qkv_bits: null
|
| 73 |
+
fq_pre_norm: true
|
| 74 |
+
rank_microbatch_size: 32768
|
| 75 |
+
max_sequence_length: 1024
|
| 76 |
+
optim:
|
| 77 |
+
_CLASS_: precq.muon26.MuonConfig
|
| 78 |
+
lr: 0.01
|
| 79 |
+
weight_decay: 0.1
|
| 80 |
+
momentum: 0.95
|
| 81 |
+
nesterov: true
|
| 82 |
+
ns_steps: 5
|
| 83 |
+
eps: 1.0e-07
|
| 84 |
+
adjust_lr_fn: null
|
| 85 |
+
adamw_lr: 0.0024
|
| 86 |
+
adamw_betas:
|
| 87 |
+
- 0.9
|
| 88 |
+
- 0.95
|
| 89 |
+
adamw_eps: 1.0e-15
|
| 90 |
+
adamw_weight_decay: 0.1
|
| 91 |
+
adamw_fused: true
|
| 92 |
+
muon_on_lm_head: false
|
| 93 |
+
scheduler:
|
| 94 |
+
_CLASS_: olmo_core.optim.CosWithWarmup
|
| 95 |
+
warmup: 232
|
| 96 |
+
alpha_f: 0.1
|
| 97 |
+
compile_model: true
|
| 98 |
+
dp_config:
|
| 99 |
+
_CLASS_: olmo_core.train.train_module.transformer.config.TransformerDataParallelConfig
|
| 100 |
+
name: ddp
|
| 101 |
+
param_dtype: float32
|
| 102 |
+
reduce_dtype: float32
|
| 103 |
+
autocast_precision: bfloat16
|
| 104 |
+
max_grad_norm: 1.0
|
| 105 |
+
trainer:
|
| 106 |
+
_CLASS_: olmo_core.train.config.TrainerConfig
|
| 107 |
+
save_folder: /data/user_data/jgai/precision-optimizer/runs/pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/ckpt
|
| 108 |
+
save_overwrite: true
|
| 109 |
+
metrics_collect_interval: 10
|
| 110 |
+
cancel_check_interval: 5
|
| 111 |
+
callbacks:
|
| 112 |
+
config_saver:
|
| 113 |
+
_CLASS_: olmo_core.train.callbacks.config_saver.ConfigSaverCallback
|
| 114 |
+
checkpointer:
|
| 115 |
+
_CLASS_: olmo_core.train.callbacks.checkpointer.CheckpointerCallback
|
| 116 |
+
save_interval: 1002327
|
| 117 |
+
save_async: false
|
| 118 |
+
wandb:
|
| 119 |
+
enabled: false
|
| 120 |
+
init_seed: 101
|
| 121 |
+
n_tokens: 610009088
|
| 122 |
+
load_path: null
|
| 123 |
+
validation_datasets:
|
| 124 |
+
dolma_cc_val:
|
| 125 |
+
- /data/user_data/jgai/precision-perturb/dolma/val_dolma_cc.npy
|
| 126 |
+
validation_eval_interval: 500
|
pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/perturb_all.json
ADDED
|
@@ -0,0 +1,284 @@
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|
| 1 |
+
{
|
| 2 |
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"run_dir": "/data/user_data/jgai/precision-optimizer/runs/pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101",
|
| 3 |
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"scope": "all",
|
| 4 |
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|
| 5 |
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"noise_scale": "rms",
|
| 6 |
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|
| 7 |
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pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/perturb_blocks.json
ADDED
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@@ -0,0 +1,263 @@
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pom-30M-D0.61B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/ptq.json
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|
| 33 |
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|
| 34 |
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| 35 |
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|
| 36 |
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| 37 |
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| 38 |
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| 39 |
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| 40 |
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|
| 41 |
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|
| 42 |
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| 43 |
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| 44 |
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| 45 |
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|
| 46 |
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| 47 |
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|
| 48 |
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|
pom-30M-D0.61B-f6-adamw-lr2.4e-03-s102/bf16_start.json
ADDED
|
@@ -0,0 +1,40 @@
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|
| 1 |
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{
|
| 2 |
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| 3 |
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|
| 4 |
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"weights": "final-unsharded (fp32 master)",
|
| 5 |
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"quantization": "none (weights, block-Linear inputs, q/k/v); pre-norm kept; BF16 autocast; uncompiled",
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| 6 |
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|
| 7 |
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"w": 6,
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| 8 |
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| 9 |
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|
| 10 |
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|
| 11 |
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"pre_norm": true,
|
| 12 |
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"val_files": [
|
| 13 |
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"/data/user_data/jgai/precision-perturb/dolma/val_dolma_cc.npy",
|
| 14 |
+
"/data/user_data/jgai/precision-perturb/dolma/heldout_cc_en_tail_4M.npy"
|
| 15 |
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],
|
| 16 |
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|
| 17 |
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"batch": 8,
|
| 18 |
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|
| 19 |
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|
| 20 |
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| 21 |
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| 22 |
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},
|
| 23 |
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|
| 24 |
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| 25 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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| 34 |
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|
| 35 |
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| 36 |
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| 37 |
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| 38 |
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"gpu": "NVIDIA L40S",
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| 39 |
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"t_s": 17.5
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| 40 |
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}
|
pom-30M-D0.61B-f6-adamw-lr2.4e-03-s102/finalize.json
ADDED
|
@@ -0,0 +1,102 @@
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|
| 1 |
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{
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| 2 |
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| 8 |
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| 12 |
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| 19 |
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|
| 102 |
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|
pom-30M-D0.61B-f6-adamw-lr2.4e-03-s102/launch.yaml
ADDED
|
@@ -0,0 +1,118 @@
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|
| 1 |
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model:
|
| 2 |
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d_model: 512
|
| 3 |
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vocab_size: 50304
|
| 4 |
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n_layers: 9
|
| 5 |
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block:
|
| 6 |
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attention:
|
| 7 |
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name: default
|
| 8 |
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n_heads: 8
|
| 9 |
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bias: false
|
| 10 |
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rope:
|
| 11 |
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name: default
|
| 12 |
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theta: 10000
|
| 13 |
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full_precision: true
|
| 14 |
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_CLASS_: olmo_core.nn.rope.RoPEConfig
|
| 15 |
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backend: flash_2
|
| 16 |
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dtype: float32
|
| 17 |
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_CLASS_: olmo_core.nn.attention.AttentionConfig
|
| 18 |
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layer_norm:
|
| 19 |
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name: rms
|
| 20 |
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eps: 1.0e-06
|
| 21 |
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bias: false
|
| 22 |
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dtype: float32
|
| 23 |
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_CLASS_: olmo_core.nn.layer_norm.LayerNormConfig
|
| 24 |
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feed_forward:
|
| 25 |
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hidden_size: 1536
|
| 26 |
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name: default
|
| 27 |
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bias: false
|
| 28 |
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dtype: float32
|
| 29 |
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_CLASS_: olmo_core.nn.feed_forward.FeedForwardConfig
|
| 30 |
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name: default
|
| 31 |
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_CLASS_: olmo_core.nn.transformer.config.TransformerBlockConfig
|
| 32 |
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lm_head:
|
| 33 |
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name: default
|
| 34 |
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layer_norm:
|
| 35 |
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name: rms
|
| 36 |
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eps: 1.0e-06
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| 37 |
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bias: false
|
| 38 |
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dtype: float32
|
| 39 |
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|
| 40 |
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bias: false
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| 41 |
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dtype: float32
|
| 42 |
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loss_implementation: default
|
| 43 |
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|
| 44 |
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name: default
|
| 45 |
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dtype: float32
|
| 46 |
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init_method: normal
|
| 47 |
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init_seed: 102
|
| 48 |
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init_std: 0.02
|
| 49 |
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_CLASS_: olmo_core.nn.transformer.config.TransformerConfig
|
| 50 |
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dataset:
|
| 51 |
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_CLASS_: olmo_core.data.NumpyFSLDatasetConfig
|
| 52 |
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tokenizer:
|
| 53 |
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_CLASS_: olmo_core.data.TokenizerConfig
|
| 54 |
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identifier: allenai/gpt-neox-olmo-dolma-v1_5
|
| 55 |
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vocab_size: 50280
|
| 56 |
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eos_token_id: 50279
|
| 57 |
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pad_token_id: 1
|
| 58 |
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sequence_length: 1024
|
| 59 |
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work_dir: /data/user_data/jgai/precision-optimizer/work/dataset-cache
|
| 60 |
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paths:
|
| 61 |
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- /data/user_data/jgai/precision-perturb/dolma/cc_en_head/part-000-00000.npy
|
| 62 |
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data_loader:
|
| 63 |
+
_CLASS_: olmo_core.data.NumpyDataLoaderConfig
|
| 64 |
+
global_batch_size: 262144
|
| 65 |
+
seed: 0
|
| 66 |
+
num_workers: 4
|
| 67 |
+
train_module_type: normal
|
| 68 |
+
train_module:
|
| 69 |
+
_CLASS_: precq.train_module.FakeQuantTransformerTrainModuleConfig
|
| 70 |
+
fq_weight_bits: 6
|
| 71 |
+
fq_act_bits: 6
|
| 72 |
+
fq_qkv_bits: 6
|
| 73 |
+
fq_pre_norm: true
|
| 74 |
+
rank_microbatch_size: 32768
|
| 75 |
+
max_sequence_length: 1024
|
| 76 |
+
optim:
|
| 77 |
+
_CLASS_: olmo_core.optim.AdamWConfig
|
| 78 |
+
lr: 0.0024
|
| 79 |
+
betas:
|
| 80 |
+
- 0.9
|
| 81 |
+
- 0.95
|
| 82 |
+
eps: 1.0e-15
|
| 83 |
+
weight_decay: 0.1
|
| 84 |
+
fused: true
|
| 85 |
+
scheduler:
|
| 86 |
+
_CLASS_: olmo_core.optim.CosWithWarmup
|
| 87 |
+
warmup: 232
|
| 88 |
+
alpha_f: 0.1
|
| 89 |
+
compile_model: true
|
| 90 |
+
dp_config:
|
| 91 |
+
_CLASS_: olmo_core.train.train_module.transformer.config.TransformerDataParallelConfig
|
| 92 |
+
name: ddp
|
| 93 |
+
param_dtype: float32
|
| 94 |
+
reduce_dtype: float32
|
| 95 |
+
autocast_precision: bfloat16
|
| 96 |
+
max_grad_norm: 1.0
|
| 97 |
+
trainer:
|
| 98 |
+
_CLASS_: olmo_core.train.config.TrainerConfig
|
| 99 |
+
save_folder: /data/user_data/jgai/precision-optimizer/runs/pom-30M-D0.61B-f6-adamw-lr2.4e-03-s102/ckpt
|
| 100 |
+
save_overwrite: true
|
| 101 |
+
metrics_collect_interval: 10
|
| 102 |
+
cancel_check_interval: 5
|
| 103 |
+
callbacks:
|
| 104 |
+
config_saver:
|
| 105 |
+
_CLASS_: olmo_core.train.callbacks.config_saver.ConfigSaverCallback
|
| 106 |
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checkpointer:
|
| 107 |
+
_CLASS_: olmo_core.train.callbacks.checkpointer.CheckpointerCallback
|
| 108 |
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save_interval: 1002327
|
| 109 |
+
save_async: false
|
| 110 |
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wandb:
|
| 111 |
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enabled: false
|
| 112 |
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init_seed: 102
|
| 113 |
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n_tokens: 610009088
|
| 114 |
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load_path: null
|
| 115 |
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validation_datasets:
|
| 116 |
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dolma_cc_val:
|
| 117 |
+
- /data/user_data/jgai/precision-perturb/dolma/val_dolma_cc.npy
|
| 118 |
+
validation_eval_interval: 500
|
pom-30M-D0.61B-f6-adamw-lr2.4e-03-s102/perturb_all.json
ADDED
|
@@ -0,0 +1,284 @@
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|
| 1 |
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{
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pom-30M-D0.61B-f6-adamw-lr2.4e-03-s102/ptq.json
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pom-30M-D1.84B-bf16-adamw-lr1.2e-03-s101/bf16_start.json
ADDED
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pom-30M-D1.84B-bf16-adamw-lr1.2e-03-s101/finalize.json
ADDED
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@@ -0,0 +1,29 @@
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pom-30M-D1.84B-bf16-adamw-lr1.2e-03-s101/launch.yaml
ADDED
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|
|
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|
|
|
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|
|
|
|
|
|
|
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|
|
|
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|
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|
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|
|
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|
|
| 1 |
+
model:
|
| 2 |
+
d_model: 512
|
| 3 |
+
vocab_size: 50304
|
| 4 |
+
n_layers: 9
|
| 5 |
+
block:
|
| 6 |
+
attention:
|
| 7 |
+
name: default
|
| 8 |
+
n_heads: 8
|
| 9 |
+
bias: false
|
| 10 |
+
rope:
|
| 11 |
+
name: default
|
| 12 |
+
theta: 10000
|
| 13 |
+
full_precision: true
|
| 14 |
+
_CLASS_: olmo_core.nn.rope.RoPEConfig
|
| 15 |
+
backend: flash_2
|
| 16 |
+
dtype: float32
|
| 17 |
+
_CLASS_: olmo_core.nn.attention.AttentionConfig
|
| 18 |
+
layer_norm:
|
| 19 |
+
name: rms
|
| 20 |
+
eps: 1.0e-06
|
| 21 |
+
bias: false
|
| 22 |
+
dtype: float32
|
| 23 |
+
_CLASS_: olmo_core.nn.layer_norm.LayerNormConfig
|
| 24 |
+
feed_forward:
|
| 25 |
+
hidden_size: 1536
|
| 26 |
+
name: default
|
| 27 |
+
bias: false
|
| 28 |
+
dtype: float32
|
| 29 |
+
_CLASS_: olmo_core.nn.feed_forward.FeedForwardConfig
|
| 30 |
+
name: default
|
| 31 |
+
_CLASS_: olmo_core.nn.transformer.config.TransformerBlockConfig
|
| 32 |
+
lm_head:
|
| 33 |
+
name: default
|
| 34 |
+
layer_norm:
|
| 35 |
+
name: rms
|
| 36 |
+
eps: 1.0e-06
|
| 37 |
+
bias: false
|
| 38 |
+
dtype: float32
|
| 39 |
+
_CLASS_: olmo_core.nn.layer_norm.LayerNormConfig
|
| 40 |
+
bias: false
|
| 41 |
+
dtype: float32
|
| 42 |
+
loss_implementation: default
|
| 43 |
+
_CLASS_: olmo_core.nn.lm_head.LMHeadConfig
|
| 44 |
+
name: default
|
| 45 |
+
dtype: float32
|
| 46 |
+
init_method: normal
|
| 47 |
+
init_seed: 101
|
| 48 |
+
init_std: 0.02
|
| 49 |
+
_CLASS_: olmo_core.nn.transformer.config.TransformerConfig
|
| 50 |
+
dataset:
|
| 51 |
+
_CLASS_: olmo_core.data.NumpyFSLDatasetConfig
|
| 52 |
+
tokenizer:
|
| 53 |
+
_CLASS_: olmo_core.data.TokenizerConfig
|
| 54 |
+
identifier: allenai/gpt-neox-olmo-dolma-v1_5
|
| 55 |
+
vocab_size: 50280
|
| 56 |
+
eos_token_id: 50279
|
| 57 |
+
pad_token_id: 1
|
| 58 |
+
sequence_length: 1024
|
| 59 |
+
work_dir: /data/user_data/jgai/precision-optimizer/work/dataset-cache
|
| 60 |
+
paths:
|
| 61 |
+
- /data/user_data/jgai/precision-perturb/dolma/cc_en_head/part-000-00000.npy
|
| 62 |
+
data_loader:
|
| 63 |
+
_CLASS_: olmo_core.data.NumpyDataLoaderConfig
|
| 64 |
+
global_batch_size: 262144
|
| 65 |
+
seed: 0
|
| 66 |
+
num_workers: 4
|
| 67 |
+
train_module_type: normal
|
| 68 |
+
train_module:
|
| 69 |
+
_CLASS_: precq.train_module.FakeQuantTransformerTrainModuleConfig
|
| 70 |
+
fq_weight_bits: null
|
| 71 |
+
fq_act_bits: null
|
| 72 |
+
fq_qkv_bits: null
|
| 73 |
+
fq_pre_norm: true
|
| 74 |
+
rank_microbatch_size: 32768
|
| 75 |
+
max_sequence_length: 1024
|
| 76 |
+
optim:
|
| 77 |
+
_CLASS_: olmo_core.optim.AdamWConfig
|
| 78 |
+
lr: 0.0012
|
| 79 |
+
betas:
|
| 80 |
+
- 0.9
|
| 81 |
+
- 0.95
|
| 82 |
+
eps: 1.0e-15
|
| 83 |
+
weight_decay: 0.1
|
| 84 |
+
fused: true
|
| 85 |
+
scheduler:
|
| 86 |
+
_CLASS_: olmo_core.optim.CosWithWarmup
|
| 87 |
+
warmup: 701
|
| 88 |
+
alpha_f: 0.1
|
| 89 |
+
compile_model: true
|
| 90 |
+
dp_config:
|
| 91 |
+
_CLASS_: olmo_core.train.train_module.transformer.config.TransformerDataParallelConfig
|
| 92 |
+
name: ddp
|
| 93 |
+
param_dtype: float32
|
| 94 |
+
reduce_dtype: float32
|
| 95 |
+
autocast_precision: bfloat16
|
| 96 |
+
max_grad_norm: 1.0
|
| 97 |
+
trainer:
|
| 98 |
+
_CLASS_: olmo_core.train.config.TrainerConfig
|
| 99 |
+
save_folder: /data/user_data/jgai/precision-optimizer/runs/pom-30M-D1.84B-bf16-adamw-lr1.2e-03-s101/ckpt
|
| 100 |
+
save_overwrite: true
|
| 101 |
+
metrics_collect_interval: 10
|
| 102 |
+
cancel_check_interval: 5
|
| 103 |
+
callbacks:
|
| 104 |
+
config_saver:
|
| 105 |
+
_CLASS_: olmo_core.train.callbacks.config_saver.ConfigSaverCallback
|
| 106 |
+
checkpointer:
|
| 107 |
+
_CLASS_: olmo_core.train.callbacks.checkpointer.CheckpointerCallback
|
| 108 |
+
save_interval: 1007019
|
| 109 |
+
save_async: false
|
| 110 |
+
wandb:
|
| 111 |
+
enabled: false
|
| 112 |
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init_seed: 101
|
| 113 |
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n_tokens: 1839988736
|
| 114 |
+
load_path: null
|
| 115 |
+
validation_datasets:
|
| 116 |
+
dolma_cc_val:
|
| 117 |
+
- /data/user_data/jgai/precision-perturb/dolma/val_dolma_cc.npy
|
| 118 |
+
validation_eval_interval: 500
|
pom-30M-D1.84B-bf16-adamw-lr1.2e-03-s101/perturb_all.json
ADDED
|
@@ -0,0 +1,284 @@
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|
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|
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|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
|
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|
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|
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|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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|
| 3 |
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| 4 |
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|
| 5 |
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| 6 |
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pom-30M-D1.84B-bf16-adamw-lr1.2e-03-s101/ptq.json
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pom-30M-D1.84B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/bf16_start.json
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pom-30M-D1.84B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/finalize.json
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| 6 |
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"pre_norm": true,
|
| 7 |
+
"primary": "val_dolma_cc",
|
| 8 |
+
"eval_tokens": {
|
| 9 |
+
"val_dolma_cc": 499712
|
| 10 |
+
},
|
| 11 |
+
"losses_master_plain": {
|
| 12 |
+
"val_dolma_cc": 3.741282098723469
|
| 13 |
+
},
|
| 14 |
+
"losses_eval_model": {
|
| 15 |
+
"val_dolma_cc": 3.741282098723469
|
| 16 |
+
},
|
| 17 |
+
"n_params": 82191872,
|
| 18 |
+
"param_dtypes": [
|
| 19 |
+
"torch.float32"
|
| 20 |
+
],
|
| 21 |
+
"norm_gain_max_abs_dev_from_1": 0.7421518564224243,
|
| 22 |
+
"loss_eval_model": 3.741282098723469,
|
| 23 |
+
"checks": {
|
| 24 |
+
"master_weights_fp32": true,
|
| 25 |
+
"norm_gains_trained": true,
|
| 26 |
+
"loss_finite": true
|
| 27 |
+
},
|
| 28 |
+
"ok": true
|
| 29 |
+
}
|
pom-30M-D1.84B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/launch.yaml
ADDED
|
@@ -0,0 +1,126 @@
|
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|
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|
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|
|
|
|
|
| 1 |
+
model:
|
| 2 |
+
d_model: 512
|
| 3 |
+
vocab_size: 50304
|
| 4 |
+
n_layers: 9
|
| 5 |
+
block:
|
| 6 |
+
attention:
|
| 7 |
+
name: default
|
| 8 |
+
n_heads: 8
|
| 9 |
+
bias: false
|
| 10 |
+
rope:
|
| 11 |
+
name: default
|
| 12 |
+
theta: 10000
|
| 13 |
+
full_precision: true
|
| 14 |
+
_CLASS_: olmo_core.nn.rope.RoPEConfig
|
| 15 |
+
backend: flash_2
|
| 16 |
+
dtype: float32
|
| 17 |
+
_CLASS_: olmo_core.nn.attention.AttentionConfig
|
| 18 |
+
layer_norm:
|
| 19 |
+
name: rms
|
| 20 |
+
eps: 1.0e-06
|
| 21 |
+
bias: false
|
| 22 |
+
dtype: float32
|
| 23 |
+
_CLASS_: olmo_core.nn.layer_norm.LayerNormConfig
|
| 24 |
+
feed_forward:
|
| 25 |
+
hidden_size: 1536
|
| 26 |
+
name: default
|
| 27 |
+
bias: false
|
| 28 |
+
dtype: float32
|
| 29 |
+
_CLASS_: olmo_core.nn.feed_forward.FeedForwardConfig
|
| 30 |
+
name: default
|
| 31 |
+
_CLASS_: olmo_core.nn.transformer.config.TransformerBlockConfig
|
| 32 |
+
lm_head:
|
| 33 |
+
name: default
|
| 34 |
+
layer_norm:
|
| 35 |
+
name: rms
|
| 36 |
+
eps: 1.0e-06
|
| 37 |
+
bias: false
|
| 38 |
+
dtype: float32
|
| 39 |
+
_CLASS_: olmo_core.nn.layer_norm.LayerNormConfig
|
| 40 |
+
bias: false
|
| 41 |
+
dtype: float32
|
| 42 |
+
loss_implementation: default
|
| 43 |
+
_CLASS_: olmo_core.nn.lm_head.LMHeadConfig
|
| 44 |
+
name: default
|
| 45 |
+
dtype: float32
|
| 46 |
+
init_method: normal
|
| 47 |
+
init_seed: 101
|
| 48 |
+
init_std: 0.02
|
| 49 |
+
_CLASS_: olmo_core.nn.transformer.config.TransformerConfig
|
| 50 |
+
dataset:
|
| 51 |
+
_CLASS_: olmo_core.data.NumpyFSLDatasetConfig
|
| 52 |
+
tokenizer:
|
| 53 |
+
_CLASS_: olmo_core.data.TokenizerConfig
|
| 54 |
+
identifier: allenai/gpt-neox-olmo-dolma-v1_5
|
| 55 |
+
vocab_size: 50280
|
| 56 |
+
eos_token_id: 50279
|
| 57 |
+
pad_token_id: 1
|
| 58 |
+
sequence_length: 1024
|
| 59 |
+
work_dir: /data/user_data/jgai/precision-optimizer/work/dataset-cache
|
| 60 |
+
paths:
|
| 61 |
+
- /data/user_data/jgai/precision-perturb/dolma/cc_en_head/part-000-00000.npy
|
| 62 |
+
data_loader:
|
| 63 |
+
_CLASS_: olmo_core.data.NumpyDataLoaderConfig
|
| 64 |
+
global_batch_size: 262144
|
| 65 |
+
seed: 0
|
| 66 |
+
num_workers: 4
|
| 67 |
+
train_module_type: normal
|
| 68 |
+
train_module:
|
| 69 |
+
_CLASS_: precq.train_module.FakeQuantTransformerTrainModuleConfig
|
| 70 |
+
fq_weight_bits: null
|
| 71 |
+
fq_act_bits: null
|
| 72 |
+
fq_qkv_bits: null
|
| 73 |
+
fq_pre_norm: true
|
| 74 |
+
rank_microbatch_size: 32768
|
| 75 |
+
max_sequence_length: 1024
|
| 76 |
+
optim:
|
| 77 |
+
_CLASS_: precq.muon26.MuonConfig
|
| 78 |
+
lr: 0.01
|
| 79 |
+
weight_decay: 0.1
|
| 80 |
+
momentum: 0.95
|
| 81 |
+
nesterov: true
|
| 82 |
+
ns_steps: 5
|
| 83 |
+
eps: 1.0e-07
|
| 84 |
+
adjust_lr_fn: null
|
| 85 |
+
adamw_lr: 0.0024
|
| 86 |
+
adamw_betas:
|
| 87 |
+
- 0.9
|
| 88 |
+
- 0.95
|
| 89 |
+
adamw_eps: 1.0e-15
|
| 90 |
+
adamw_weight_decay: 0.1
|
| 91 |
+
adamw_fused: true
|
| 92 |
+
muon_on_lm_head: false
|
| 93 |
+
scheduler:
|
| 94 |
+
_CLASS_: olmo_core.optim.CosWithWarmup
|
| 95 |
+
warmup: 701
|
| 96 |
+
alpha_f: 0.1
|
| 97 |
+
compile_model: true
|
| 98 |
+
dp_config:
|
| 99 |
+
_CLASS_: olmo_core.train.train_module.transformer.config.TransformerDataParallelConfig
|
| 100 |
+
name: ddp
|
| 101 |
+
param_dtype: float32
|
| 102 |
+
reduce_dtype: float32
|
| 103 |
+
autocast_precision: bfloat16
|
| 104 |
+
max_grad_norm: 1.0
|
| 105 |
+
trainer:
|
| 106 |
+
_CLASS_: olmo_core.train.config.TrainerConfig
|
| 107 |
+
save_folder: /data/user_data/jgai/precision-optimizer/runs/pom-30M-D1.84B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/ckpt
|
| 108 |
+
save_overwrite: true
|
| 109 |
+
metrics_collect_interval: 10
|
| 110 |
+
cancel_check_interval: 5
|
| 111 |
+
callbacks:
|
| 112 |
+
config_saver:
|
| 113 |
+
_CLASS_: olmo_core.train.callbacks.config_saver.ConfigSaverCallback
|
| 114 |
+
checkpointer:
|
| 115 |
+
_CLASS_: olmo_core.train.callbacks.checkpointer.CheckpointerCallback
|
| 116 |
+
save_interval: 1007019
|
| 117 |
+
save_async: false
|
| 118 |
+
wandb:
|
| 119 |
+
enabled: false
|
| 120 |
+
init_seed: 101
|
| 121 |
+
n_tokens: 1839988736
|
| 122 |
+
load_path: null
|
| 123 |
+
validation_datasets:
|
| 124 |
+
dolma_cc_val:
|
| 125 |
+
- /data/user_data/jgai/precision-perturb/dolma/val_dolma_cc.npy
|
| 126 |
+
validation_eval_interval: 500
|
pom-30M-D1.84B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/perturb_all.json
ADDED
|
@@ -0,0 +1,284 @@
|
|
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|
|
|
|
|
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|
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|
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|
|
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|
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|
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|
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|
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|
|
|
|
|
|
|
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|
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|
|
|
|
|
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|
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|
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|
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|
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|
|
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|
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|
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|
|
|
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|
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|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"run_dir": "/data/user_data/jgai/precision-optimizer/runs/pom-30M-D1.84B-bf16-muon-lr1.0e-02-alr2.4e-03-s101",
|
| 3 |
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"scope": "all",
|
| 4 |
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"noise_ref": null,
|
| 5 |
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"noise_scale": "rms",
|
| 6 |
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|
| 7 |
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| 8 |
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| 9 |
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| 16 |
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pom-30M-D1.84B-bf16-muon-lr1.0e-02-alr2.4e-03-s101/perturb_blocks.json
ADDED
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@@ -0,0 +1,263 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"run": "pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101",
|
| 3 |
+
"run_dir": "/data/user_data/jgai/precision-optimizer/runs/pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101",
|
| 4 |
+
"weights": "final-unsharded (fp32 master)",
|
| 5 |
+
"quantization": "none (weights, block-Linear inputs, q/k/v); pre-norm kept; BF16 autocast; uncompiled",
|
| 6 |
+
"run_bits": {
|
| 7 |
+
"w": null,
|
| 8 |
+
"a": null,
|
| 9 |
+
"qkv": null
|
| 10 |
+
},
|
| 11 |
+
"pre_norm": true,
|
| 12 |
+
"val_files": [
|
| 13 |
+
"/data/user_data/jgai/precision-perturb/dolma/val_dolma_cc.npy",
|
| 14 |
+
"/data/user_data/jgai/precision-perturb/dolma/heldout_cc_en_tail_4M.npy"
|
| 15 |
+
],
|
| 16 |
+
"n_inst": null,
|
| 17 |
+
"batch": 8,
|
| 18 |
+
"primary": "val_dolma_cc",
|
| 19 |
+
"n_seqs": {
|
| 20 |
+
"val_dolma_cc": 488,
|
| 21 |
+
"heldout_cc_en_tail_4M": 4096
|
| 22 |
+
},
|
| 23 |
+
"losses_bf16_master": {
|
| 24 |
+
"val_dolma_cc": 3.7980115686420324,
|
| 25 |
+
"heldout_cc_en_tail_4M": 4.380696555852657
|
| 26 |
+
},
|
| 27 |
+
"loss_bf16_master": 3.7980115686420324,
|
| 28 |
+
"losses_eval_model": {
|
| 29 |
+
"val_dolma_cc": 3.7980115686420324
|
| 30 |
+
},
|
| 31 |
+
"bf16_minus_quant": 0.0,
|
| 32 |
+
"checks": {
|
| 33 |
+
"master_weights_fp32": true,
|
| 34 |
+
"loss_finite": true
|
| 35 |
+
},
|
| 36 |
+
"ok": true,
|
| 37 |
+
"host": "babel-q9-28",
|
| 38 |
+
"gpu": "NVIDIA L40S",
|
| 39 |
+
"t_s": 17.9
|
| 40 |
+
}
|
pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101/finalize.json
ADDED
|
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"run_dir": "/data/user_data/jgai/precision-optimizer/runs/pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101",
|
| 3 |
+
"w_bits": null,
|
| 4 |
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"a_bits": null,
|
| 5 |
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"qkv_bits": null,
|
| 6 |
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"pre_norm": true,
|
| 7 |
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"primary": "val_dolma_cc",
|
| 8 |
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"eval_tokens": {
|
| 9 |
+
"val_dolma_cc": 499712
|
| 10 |
+
},
|
| 11 |
+
"losses_master_plain": {
|
| 12 |
+
"val_dolma_cc": 3.7980115686420324
|
| 13 |
+
},
|
| 14 |
+
"losses_eval_model": {
|
| 15 |
+
"val_dolma_cc": 3.7980115686420324
|
| 16 |
+
},
|
| 17 |
+
"n_params": 82191872,
|
| 18 |
+
"param_dtypes": [
|
| 19 |
+
"torch.float32"
|
| 20 |
+
],
|
| 21 |
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"norm_gain_max_abs_dev_from_1": 0.8346741199493408,
|
| 22 |
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"loss_eval_model": 3.7980115686420324,
|
| 23 |
+
"checks": {
|
| 24 |
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"master_weights_fp32": true,
|
| 25 |
+
"norm_gains_trained": true,
|
| 26 |
+
"loss_finite": true
|
| 27 |
+
},
|
| 28 |
+
"ok": true
|
| 29 |
+
}
|
pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101/launch.yaml
ADDED
|
@@ -0,0 +1,126 @@
|
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|
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|
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|
|
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|
|
|
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|
|
|
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|
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|
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|
|
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|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model:
|
| 2 |
+
d_model: 512
|
| 3 |
+
vocab_size: 50304
|
| 4 |
+
n_layers: 9
|
| 5 |
+
block:
|
| 6 |
+
attention:
|
| 7 |
+
name: default
|
| 8 |
+
n_heads: 8
|
| 9 |
+
bias: false
|
| 10 |
+
rope:
|
| 11 |
+
name: default
|
| 12 |
+
theta: 10000
|
| 13 |
+
full_precision: true
|
| 14 |
+
_CLASS_: olmo_core.nn.rope.RoPEConfig
|
| 15 |
+
backend: flash_2
|
| 16 |
+
dtype: float32
|
| 17 |
+
_CLASS_: olmo_core.nn.attention.AttentionConfig
|
| 18 |
+
layer_norm:
|
| 19 |
+
name: rms
|
| 20 |
+
eps: 1.0e-06
|
| 21 |
+
bias: false
|
| 22 |
+
dtype: float32
|
| 23 |
+
_CLASS_: olmo_core.nn.layer_norm.LayerNormConfig
|
| 24 |
+
feed_forward:
|
| 25 |
+
hidden_size: 1536
|
| 26 |
+
name: default
|
| 27 |
+
bias: false
|
| 28 |
+
dtype: float32
|
| 29 |
+
_CLASS_: olmo_core.nn.feed_forward.FeedForwardConfig
|
| 30 |
+
name: default
|
| 31 |
+
_CLASS_: olmo_core.nn.transformer.config.TransformerBlockConfig
|
| 32 |
+
lm_head:
|
| 33 |
+
name: default
|
| 34 |
+
layer_norm:
|
| 35 |
+
name: rms
|
| 36 |
+
eps: 1.0e-06
|
| 37 |
+
bias: false
|
| 38 |
+
dtype: float32
|
| 39 |
+
_CLASS_: olmo_core.nn.layer_norm.LayerNormConfig
|
| 40 |
+
bias: false
|
| 41 |
+
dtype: float32
|
| 42 |
+
loss_implementation: default
|
| 43 |
+
_CLASS_: olmo_core.nn.lm_head.LMHeadConfig
|
| 44 |
+
name: default
|
| 45 |
+
dtype: float32
|
| 46 |
+
init_method: normal
|
| 47 |
+
init_seed: 101
|
| 48 |
+
init_std: 0.02
|
| 49 |
+
_CLASS_: olmo_core.nn.transformer.config.TransformerConfig
|
| 50 |
+
dataset:
|
| 51 |
+
_CLASS_: olmo_core.data.NumpyFSLDatasetConfig
|
| 52 |
+
tokenizer:
|
| 53 |
+
_CLASS_: olmo_core.data.TokenizerConfig
|
| 54 |
+
identifier: allenai/gpt-neox-olmo-dolma-v1_5
|
| 55 |
+
vocab_size: 50280
|
| 56 |
+
eos_token_id: 50279
|
| 57 |
+
pad_token_id: 1
|
| 58 |
+
sequence_length: 1024
|
| 59 |
+
work_dir: /data/user_data/jgai/precision-optimizer/work/dataset-cache
|
| 60 |
+
paths:
|
| 61 |
+
- /data/user_data/jgai/precision-perturb/dolma/cc_en_head/part-000-00000.npy
|
| 62 |
+
data_loader:
|
| 63 |
+
_CLASS_: olmo_core.data.NumpyDataLoaderConfig
|
| 64 |
+
global_batch_size: 262144
|
| 65 |
+
seed: 0
|
| 66 |
+
num_workers: 4
|
| 67 |
+
train_module_type: normal
|
| 68 |
+
train_module:
|
| 69 |
+
_CLASS_: precq.train_module.FakeQuantTransformerTrainModuleConfig
|
| 70 |
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fq_weight_bits: null
|
| 71 |
+
fq_act_bits: null
|
| 72 |
+
fq_qkv_bits: null
|
| 73 |
+
fq_pre_norm: true
|
| 74 |
+
rank_microbatch_size: 32768
|
| 75 |
+
max_sequence_length: 1024
|
| 76 |
+
optim:
|
| 77 |
+
_CLASS_: precq.muon26.MuonConfig
|
| 78 |
+
lr: 0.0025
|
| 79 |
+
weight_decay: 0.1
|
| 80 |
+
momentum: 0.95
|
| 81 |
+
nesterov: true
|
| 82 |
+
ns_steps: 5
|
| 83 |
+
eps: 1.0e-07
|
| 84 |
+
adjust_lr_fn: null
|
| 85 |
+
adamw_lr: 0.0024
|
| 86 |
+
adamw_betas:
|
| 87 |
+
- 0.9
|
| 88 |
+
- 0.95
|
| 89 |
+
adamw_eps: 1.0e-15
|
| 90 |
+
adamw_weight_decay: 0.1
|
| 91 |
+
adamw_fused: true
|
| 92 |
+
muon_on_lm_head: false
|
| 93 |
+
scheduler:
|
| 94 |
+
_CLASS_: olmo_core.optim.CosWithWarmup
|
| 95 |
+
warmup: 701
|
| 96 |
+
alpha_f: 0.1
|
| 97 |
+
compile_model: true
|
| 98 |
+
dp_config:
|
| 99 |
+
_CLASS_: olmo_core.train.train_module.transformer.config.TransformerDataParallelConfig
|
| 100 |
+
name: ddp
|
| 101 |
+
param_dtype: float32
|
| 102 |
+
reduce_dtype: float32
|
| 103 |
+
autocast_precision: bfloat16
|
| 104 |
+
max_grad_norm: 1.0
|
| 105 |
+
trainer:
|
| 106 |
+
_CLASS_: olmo_core.train.config.TrainerConfig
|
| 107 |
+
save_folder: /data/user_data/jgai/precision-optimizer/runs/pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101/ckpt
|
| 108 |
+
save_overwrite: true
|
| 109 |
+
metrics_collect_interval: 10
|
| 110 |
+
cancel_check_interval: 5
|
| 111 |
+
callbacks:
|
| 112 |
+
config_saver:
|
| 113 |
+
_CLASS_: olmo_core.train.callbacks.config_saver.ConfigSaverCallback
|
| 114 |
+
checkpointer:
|
| 115 |
+
_CLASS_: olmo_core.train.callbacks.checkpointer.CheckpointerCallback
|
| 116 |
+
save_interval: 1007019
|
| 117 |
+
save_async: false
|
| 118 |
+
wandb:
|
| 119 |
+
enabled: false
|
| 120 |
+
init_seed: 101
|
| 121 |
+
n_tokens: 1839988736
|
| 122 |
+
load_path: null
|
| 123 |
+
validation_datasets:
|
| 124 |
+
dolma_cc_val:
|
| 125 |
+
- /data/user_data/jgai/precision-perturb/dolma/val_dolma_cc.npy
|
| 126 |
+
validation_eval_interval: 500
|
pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101/perturb_all.json
ADDED
|
@@ -0,0 +1,284 @@
|
|
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|
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|
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|
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|
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|
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|
|
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|
|
|
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|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
|
|
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|
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|
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|
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|
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|
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|
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pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101/perturb_blocks.json
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pom-30M-D1.84B-bf16-muon-lr2.5e-03-alr2.4e-03-s101/ptq.json
ADDED
|
@@ -0,0 +1,48 @@
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| 1 |
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{
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| 2 |
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| 3 |
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| 16 |
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 28 |
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| 29 |
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| 47 |
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| 48 |
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|
pom-30M-D1.84B-f6-adamw-lr2.4e-03-s101/bf16_start.json
ADDED
|
@@ -0,0 +1,40 @@
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|
| 1 |
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{
|
| 2 |
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| 3 |
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| 4 |
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| 5 |
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| 7 |
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| 11 |
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|
| 12 |
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| 13 |
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| 14 |
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| 15 |
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| 20 |
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| 23 |
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| 35 |
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| 38 |
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| 40 |
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|
pom-30M-D1.84B-f6-adamw-lr2.4e-03-s101/finalize.json
ADDED
|
@@ -0,0 +1,102 @@
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|
| 1 |
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|
pom-30M-D1.84B-f6-adamw-lr2.4e-03-s101/launch.yaml
ADDED
|
@@ -0,0 +1,118 @@
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| 1 |
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model:
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vocab_size: 50304
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| 4 |
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n_layers: 9
|
| 5 |
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block:
|
| 6 |
+
attention:
|
| 7 |
+
name: default
|
| 8 |
+
n_heads: 8
|
| 9 |
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bias: false
|
| 10 |
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rope:
|
| 11 |
+
name: default
|
| 12 |
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theta: 10000
|
| 13 |
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full_precision: true
|
| 14 |
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_CLASS_: olmo_core.nn.rope.RoPEConfig
|
| 15 |
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backend: flash_2
|
| 16 |
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dtype: float32
|
| 17 |
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_CLASS_: olmo_core.nn.attention.AttentionConfig
|
| 18 |
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layer_norm:
|
| 19 |
+
name: rms
|
| 20 |
+
eps: 1.0e-06
|
| 21 |
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bias: false
|
| 22 |
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dtype: float32
|
| 23 |
+
_CLASS_: olmo_core.nn.layer_norm.LayerNormConfig
|
| 24 |
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feed_forward:
|
| 25 |
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hidden_size: 1536
|
| 26 |
+
name: default
|
| 27 |
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bias: false
|
| 28 |
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dtype: float32
|
| 29 |
+
_CLASS_: olmo_core.nn.feed_forward.FeedForwardConfig
|
| 30 |
+
name: default
|
| 31 |
+
_CLASS_: olmo_core.nn.transformer.config.TransformerBlockConfig
|
| 32 |
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lm_head:
|
| 33 |
+
name: default
|
| 34 |
+
layer_norm:
|
| 35 |
+
name: rms
|
| 36 |
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eps: 1.0e-06
|
| 37 |
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bias: false
|
| 38 |
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dtype: float32
|
| 39 |
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|
| 40 |
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|
| 41 |
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dtype: float32
|
| 42 |
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loss_implementation: default
|
| 43 |
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|
| 44 |
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name: default
|
| 45 |
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dtype: float32
|
| 46 |
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init_method: normal
|
| 47 |
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init_seed: 101
|
| 48 |
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init_std: 0.02
|
| 49 |
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_CLASS_: olmo_core.nn.transformer.config.TransformerConfig
|
| 50 |
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dataset:
|
| 51 |
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_CLASS_: olmo_core.data.NumpyFSLDatasetConfig
|
| 52 |
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tokenizer:
|
| 53 |
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_CLASS_: olmo_core.data.TokenizerConfig
|
| 54 |
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identifier: allenai/gpt-neox-olmo-dolma-v1_5
|
| 55 |
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vocab_size: 50280
|
| 56 |
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eos_token_id: 50279
|
| 57 |
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pad_token_id: 1
|
| 58 |
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|
| 59 |
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|
| 60 |
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paths:
|
| 61 |
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- /data/user_data/jgai/precision-perturb/dolma/cc_en_head/part-000-00000.npy
|
| 62 |
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data_loader:
|
| 63 |
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_CLASS_: olmo_core.data.NumpyDataLoaderConfig
|
| 64 |
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global_batch_size: 262144
|
| 65 |
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seed: 0
|
| 66 |
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num_workers: 4
|
| 67 |
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train_module_type: normal
|
| 68 |
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train_module:
|
| 69 |
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_CLASS_: precq.train_module.FakeQuantTransformerTrainModuleConfig
|
| 70 |
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fq_weight_bits: 6
|
| 71 |
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fq_act_bits: 6
|
| 72 |
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fq_qkv_bits: 6
|
| 73 |
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fq_pre_norm: true
|
| 74 |
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rank_microbatch_size: 32768
|
| 75 |
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max_sequence_length: 1024
|
| 76 |
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optim:
|
| 77 |
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_CLASS_: olmo_core.optim.AdamWConfig
|
| 78 |
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lr: 0.0024
|
| 79 |
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betas:
|
| 80 |
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- 0.9
|
| 81 |
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- 0.95
|
| 82 |
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eps: 1.0e-15
|
| 83 |
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weight_decay: 0.1
|
| 84 |
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fused: true
|
| 85 |
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scheduler:
|
| 86 |
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_CLASS_: olmo_core.optim.CosWithWarmup
|
| 87 |
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warmup: 701
|
| 88 |
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alpha_f: 0.1
|
| 89 |
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compile_model: true
|
| 90 |
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dp_config:
|
| 91 |
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|
| 92 |
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name: ddp
|
| 93 |
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param_dtype: float32
|
| 94 |
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reduce_dtype: float32
|
| 95 |
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autocast_precision: bfloat16
|
| 96 |
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max_grad_norm: 1.0
|
| 97 |
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trainer:
|
| 98 |
+
_CLASS_: olmo_core.train.config.TrainerConfig
|
| 99 |
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save_folder: /data/user_data/jgai/precision-optimizer/runs/pom-30M-D1.84B-f6-adamw-lr2.4e-03-s101/ckpt
|
| 100 |
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save_overwrite: true
|
| 101 |
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metrics_collect_interval: 10
|
| 102 |
+
cancel_check_interval: 5
|
| 103 |
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callbacks:
|
| 104 |
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config_saver:
|
| 105 |
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_CLASS_: olmo_core.train.callbacks.config_saver.ConfigSaverCallback
|
| 106 |
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checkpointer:
|
| 107 |
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_CLASS_: olmo_core.train.callbacks.checkpointer.CheckpointerCallback
|
| 108 |
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save_interval: 1007019
|
| 109 |
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save_async: false
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| 110 |
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wandb:
|
| 111 |
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enabled: false
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| 112 |
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init_seed: 101
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| 113 |
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n_tokens: 1839988736
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| 114 |
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load_path: null
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| 115 |
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validation_datasets:
|
| 116 |
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dolma_cc_val:
|
| 117 |
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- /data/user_data/jgai/precision-perturb/dolma/val_dolma_cc.npy
|
| 118 |
+
validation_eval_interval: 500
|
pom-30M-D1.84B-f6-adamw-lr2.4e-03-s101/perturb_all.json
ADDED
|
@@ -0,0 +1,284 @@
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|
| 1 |
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{
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pom-30M-D1.84B-f6-adamw-lr2.4e-03-s101/perturb_blocks.json
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pom-30M-D1.84B-f6-adamw-lr2.4e-03-s101/ptq.json
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pom-30M-D1.84B-f6-adamw-lr4.8e-03-s101/finalize.json
ADDED
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pom-30M-D1.84B-f6-adamw-lr4.8e-03-s101/ptq.json
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pom-30M-D1.84B-f6-muon-lr5.0e-03-alr2.4e-03-s101/bf16_start.json
ADDED
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pom-30M-D1.84B-f6-muon-lr5.0e-03-alr2.4e-03-s101/finalize.json
ADDED
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"blocks.3.feed_forward.w3": 0.030861755833029747,
|
| 50 |
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"blocks.4.attention.w_q": 0.030701402574777603,
|
| 51 |
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"blocks.4.attention.w_k": 0.03091822750866413,
|
| 52 |
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"blocks.4.attention.w_v": 0.031039241701364517,
|
| 53 |
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"blocks.4.attention.w_out": 0.032929953187704086,
|
| 54 |
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"blocks.4.feed_forward.w1": 0.030669309198856354,
|
| 55 |
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"blocks.4.feed_forward.w2": 0.034518878906965256,
|
| 56 |
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"blocks.4.feed_forward.w3": 0.030812233686447144,
|
| 57 |
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"blocks.5.attention.w_q": 0.030762795358896255,
|
| 58 |
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"blocks.5.attention.w_k": 0.0308926273137331,
|
| 59 |
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"blocks.5.attention.w_v": 0.030903514474630356,
|
| 60 |
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"blocks.5.attention.w_out": 0.033717043697834015,
|
| 61 |
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"blocks.5.feed_forward.w1": 0.03070686198771,
|
| 62 |
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"blocks.5.feed_forward.w2": 0.03584417328238487,
|
| 63 |
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"blocks.5.feed_forward.w3": 0.030798662453889847,
|
| 64 |
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"blocks.6.attention.w_q": 0.03058581054210663,
|
| 65 |
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"blocks.6.attention.w_k": 0.030940260738134384,
|
| 66 |
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"blocks.6.attention.w_v": 0.031143827363848686,
|
| 67 |
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"blocks.6.attention.w_out": 0.03557548299431801,
|
| 68 |
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"blocks.6.feed_forward.w1": 0.030763618648052216,
|
| 69 |
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"blocks.6.feed_forward.w2": 0.0363113172352314,
|
| 70 |
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"blocks.6.feed_forward.w3": 0.030922498553991318,
|
| 71 |
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"blocks.7.attention.w_q": 0.031031783670186996,
|
| 72 |
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"blocks.7.attention.w_k": 0.031099854037165642,
|
| 73 |
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"blocks.7.attention.w_v": 0.03084469400346279,
|
| 74 |
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"blocks.7.attention.w_out": 0.033200811594724655,
|
| 75 |
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"blocks.7.feed_forward.w1": 0.03116525150835514,
|
| 76 |
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"blocks.7.feed_forward.w2": 0.041475873440504074,
|
| 77 |
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"blocks.7.feed_forward.w3": 0.031072761863470078,
|
| 78 |
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"blocks.8.attention.w_q": 0.03149639070034027,
|
| 79 |
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"blocks.8.attention.w_k": 0.03132655471563339,
|
| 80 |
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"blocks.8.attention.w_v": 0.03121422417461872,
|
| 81 |
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"blocks.8.attention.w_out": 0.037734467536211014,
|
| 82 |
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"blocks.8.feed_forward.w1": 0.031303565949201584,
|
| 83 |
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"blocks.8.feed_forward.w2": 0.04681382700800896,
|
| 84 |
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"blocks.8.feed_forward.w3": 0.03129962459206581
|
| 85 |
+
},
|
| 86 |
+
"rel_quant_noise_mean": 0.03219565781690772,
|
| 87 |
+
"n_quantized_params": 30670848,
|
| 88 |
+
"n_params": 82191872,
|
| 89 |
+
"param_dtypes": [
|
| 90 |
+
"torch.float32"
|
| 91 |
+
],
|
| 92 |
+
"norm_gain_max_abs_dev_from_1": 0.8291723132133484,
|
| 93 |
+
"loss_eval_model": 3.8165860759648975,
|
| 94 |
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"checks": {
|
| 95 |
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"snap_reproduces_fakequant": true,
|
| 96 |
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"grid_levels_ok": true,
|
| 97 |
+
"master_weights_fp32": true,
|
| 98 |
+
"norm_gains_trained": true,
|
| 99 |
+
"loss_finite": true
|
| 100 |
+
},
|
| 101 |
+
"ok": true
|
| 102 |
+
}
|
pom-30M-D1.84B-f6-muon-lr5.0e-03-alr2.4e-03-s101/launch.yaml
ADDED
|
@@ -0,0 +1,126 @@
|
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|
|
| 1 |
+
model:
|
| 2 |
+
d_model: 512
|
| 3 |
+
vocab_size: 50304
|
| 4 |
+
n_layers: 9
|
| 5 |
+
block:
|
| 6 |
+
attention:
|
| 7 |
+
name: default
|
| 8 |
+
n_heads: 8
|
| 9 |
+
bias: false
|
| 10 |
+
rope:
|
| 11 |
+
name: default
|
| 12 |
+
theta: 10000
|
| 13 |
+
full_precision: true
|
| 14 |
+
_CLASS_: olmo_core.nn.rope.RoPEConfig
|
| 15 |
+
backend: flash_2
|
| 16 |
+
dtype: float32
|
| 17 |
+
_CLASS_: olmo_core.nn.attention.AttentionConfig
|
| 18 |
+
layer_norm:
|
| 19 |
+
name: rms
|
| 20 |
+
eps: 1.0e-06
|
| 21 |
+
bias: false
|
| 22 |
+
dtype: float32
|
| 23 |
+
_CLASS_: olmo_core.nn.layer_norm.LayerNormConfig
|
| 24 |
+
feed_forward:
|
| 25 |
+
hidden_size: 1536
|
| 26 |
+
name: default
|
| 27 |
+
bias: false
|
| 28 |
+
dtype: float32
|
| 29 |
+
_CLASS_: olmo_core.nn.feed_forward.FeedForwardConfig
|
| 30 |
+
name: default
|
| 31 |
+
_CLASS_: olmo_core.nn.transformer.config.TransformerBlockConfig
|
| 32 |
+
lm_head:
|
| 33 |
+
name: default
|
| 34 |
+
layer_norm:
|
| 35 |
+
name: rms
|
| 36 |
+
eps: 1.0e-06
|
| 37 |
+
bias: false
|
| 38 |
+
dtype: float32
|
| 39 |
+
_CLASS_: olmo_core.nn.layer_norm.LayerNormConfig
|
| 40 |
+
bias: false
|
| 41 |
+
dtype: float32
|
| 42 |
+
loss_implementation: default
|
| 43 |
+
_CLASS_: olmo_core.nn.lm_head.LMHeadConfig
|
| 44 |
+
name: default
|
| 45 |
+
dtype: float32
|
| 46 |
+
init_method: normal
|
| 47 |
+
init_seed: 101
|
| 48 |
+
init_std: 0.02
|
| 49 |
+
_CLASS_: olmo_core.nn.transformer.config.TransformerConfig
|
| 50 |
+
dataset:
|
| 51 |
+
_CLASS_: olmo_core.data.NumpyFSLDatasetConfig
|
| 52 |
+
tokenizer:
|
| 53 |
+
_CLASS_: olmo_core.data.TokenizerConfig
|
| 54 |
+
identifier: allenai/gpt-neox-olmo-dolma-v1_5
|
| 55 |
+
vocab_size: 50280
|
| 56 |
+
eos_token_id: 50279
|
| 57 |
+
pad_token_id: 1
|
| 58 |
+
sequence_length: 1024
|
| 59 |
+
work_dir: /data/user_data/jgai/precision-optimizer/work/dataset-cache
|
| 60 |
+
paths:
|
| 61 |
+
- /data/user_data/jgai/precision-perturb/dolma/cc_en_head/part-000-00000.npy
|
| 62 |
+
data_loader:
|
| 63 |
+
_CLASS_: olmo_core.data.NumpyDataLoaderConfig
|
| 64 |
+
global_batch_size: 262144
|
| 65 |
+
seed: 0
|
| 66 |
+
num_workers: 4
|
| 67 |
+
train_module_type: normal
|
| 68 |
+
train_module:
|
| 69 |
+
_CLASS_: precq.train_module.FakeQuantTransformerTrainModuleConfig
|
| 70 |
+
fq_weight_bits: 6
|
| 71 |
+
fq_act_bits: 6
|
| 72 |
+
fq_qkv_bits: 6
|
| 73 |
+
fq_pre_norm: true
|
| 74 |
+
rank_microbatch_size: 32768
|
| 75 |
+
max_sequence_length: 1024
|
| 76 |
+
optim:
|
| 77 |
+
_CLASS_: precq.muon26.MuonConfig
|
| 78 |
+
lr: 0.005
|
| 79 |
+
weight_decay: 0.1
|
| 80 |
+
momentum: 0.95
|
| 81 |
+
nesterov: true
|
| 82 |
+
ns_steps: 5
|
| 83 |
+
eps: 1.0e-07
|
| 84 |
+
adjust_lr_fn: null
|
| 85 |
+
adamw_lr: 0.0024
|
| 86 |
+
adamw_betas:
|
| 87 |
+
- 0.9
|
| 88 |
+
- 0.95
|
| 89 |
+
adamw_eps: 1.0e-15
|
| 90 |
+
adamw_weight_decay: 0.1
|
| 91 |
+
adamw_fused: true
|
| 92 |
+
muon_on_lm_head: false
|
| 93 |
+
scheduler:
|
| 94 |
+
_CLASS_: olmo_core.optim.CosWithWarmup
|
| 95 |
+
warmup: 701
|
| 96 |
+
alpha_f: 0.1
|
| 97 |
+
compile_model: true
|
| 98 |
+
dp_config:
|
| 99 |
+
_CLASS_: olmo_core.train.train_module.transformer.config.TransformerDataParallelConfig
|
| 100 |
+
name: ddp
|
| 101 |
+
param_dtype: float32
|
| 102 |
+
reduce_dtype: float32
|
| 103 |
+
autocast_precision: bfloat16
|
| 104 |
+
max_grad_norm: 1.0
|
| 105 |
+
trainer:
|
| 106 |
+
_CLASS_: olmo_core.train.config.TrainerConfig
|
| 107 |
+
save_folder: /data/user_data/jgai/precision-optimizer/runs/pom-30M-D1.84B-f6-muon-lr5.0e-03-alr2.4e-03-s101/ckpt
|
| 108 |
+
save_overwrite: true
|
| 109 |
+
metrics_collect_interval: 10
|
| 110 |
+
cancel_check_interval: 5
|
| 111 |
+
callbacks:
|
| 112 |
+
config_saver:
|
| 113 |
+
_CLASS_: olmo_core.train.callbacks.config_saver.ConfigSaverCallback
|
| 114 |
+
checkpointer:
|
| 115 |
+
_CLASS_: olmo_core.train.callbacks.checkpointer.CheckpointerCallback
|
| 116 |
+
save_interval: 1007019
|
| 117 |
+
save_async: false
|
| 118 |
+
wandb:
|
| 119 |
+
enabled: false
|
| 120 |
+
init_seed: 101
|
| 121 |
+
n_tokens: 1839988736
|
| 122 |
+
load_path: null
|
| 123 |
+
validation_datasets:
|
| 124 |
+
dolma_cc_val:
|
| 125 |
+
- /data/user_data/jgai/precision-perturb/dolma/val_dolma_cc.npy
|
| 126 |
+
validation_eval_interval: 500
|
pom-30M-D1.84B-f6-muon-lr5.0e-03-alr2.4e-03-s101/perturb_all.json
ADDED
|
@@ -0,0 +1,284 @@
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
|
|
|
|
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|
|
|
|
|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
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|
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|
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|
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|
| 1 |
+
{
|
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pom-30M-D1.84B-f6-muon-lr5.0e-03-alr2.4e-03-s101/perturb_blocks.json
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pom-30M-D1.84B-f6-muon-lr5.0e-03-alr2.4e-03-s101/ptq.json
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|
| 3 |
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|
| 4 |
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"method": "RTN, symmetric absmax per output channel",
|
| 5 |
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"scope": "transformer-block Linear weights",
|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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| 15 |
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|
| 16 |
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|
| 17 |
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"5": {
|
| 18 |
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"val_dolma_cc": 3.8357712028443145
|
| 19 |
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|
| 20 |
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"6": {
|
| 21 |
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|
| 22 |
+
},
|
| 23 |
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"8": {
|
| 24 |
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"val_dolma_cc": 3.8169317139575623
|
| 25 |
+
}
|
| 26 |
+
},
|
| 27 |
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"delta_by_bits": {
|
| 28 |
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"3": {
|
| 29 |
+
"val_dolma_cc": 0.7325562436964672
|
| 30 |
+
},
|
| 31 |
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"4": {
|
| 32 |
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"val_dolma_cc": 0.08356217677961197
|
| 33 |
+
},
|
| 34 |
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"5": {
|
| 35 |
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"val_dolma_cc": 0.01918512687941698
|
| 36 |
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},
|
| 37 |
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"6": {
|
| 38 |
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|
| 39 |
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},
|
| 40 |
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"8": {
|
| 41 |
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|
| 42 |
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}
|
| 43 |
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| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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"weights_restored": true,
|
| 48 |
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"own_grid_weights_unchanged": true,
|
| 49 |
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"own_grid_is_fixed_point": true
|
| 50 |
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|
| 51 |
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"ok": true
|
| 52 |
+
}
|
pom-30M-D1.84B-f6B-muon-lr5.0e-03-alr2.4e-03-s101/bf16_start.json
ADDED
|
@@ -0,0 +1,40 @@
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|
| 1 |
+
{
|
| 2 |
+
"run": "pom-30M-D1.84B-f6B-muon-lr5.0e-03-alr2.4e-03-s101",
|
| 3 |
+
"run_dir": "/data/user_data/jgai/precision-optimizer/runs/pom-30M-D1.84B-f6B-muon-lr5.0e-03-alr2.4e-03-s101",
|
| 4 |
+
"weights": "final-unsharded (fp32 master)",
|
| 5 |
+
"quantization": "none (weights, block-Linear inputs, q/k/v); pre-norm kept; BF16 autocast; uncompiled",
|
| 6 |
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"run_bits": {
|
| 7 |
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"w": 6,
|
| 8 |
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"a": 6,
|
| 9 |
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"qkv": 6
|
| 10 |
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},
|
| 11 |
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"pre_norm": true,
|
| 12 |
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"val_files": [
|
| 13 |
+
"/data/user_data/jgai/precision-perturb/dolma/val_dolma_cc.npy",
|
| 14 |
+
"/data/user_data/jgai/precision-perturb/dolma/heldout_cc_en_tail_4M.npy"
|
| 15 |
+
],
|
| 16 |
+
"n_inst": null,
|
| 17 |
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"batch": 8,
|
| 18 |
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"primary": "val_dolma_cc",
|
| 19 |
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"n_seqs": {
|
| 20 |
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"val_dolma_cc": 488,
|
| 21 |
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|
| 22 |
+
},
|
| 23 |
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"losses_bf16_master": {
|
| 24 |
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|
| 25 |
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|
| 26 |
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},
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| 27 |
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"loss_bf16_master": 4.706428408139432,
|
| 28 |
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"losses_eval_model": {
|
| 29 |
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"val_dolma_cc": 4.668224568905942
|
| 30 |
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},
|
| 31 |
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"bf16_minus_quant": 0.03820383923349002,
|
| 32 |
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"checks": {
|
| 33 |
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"master_weights_fp32": true,
|
| 34 |
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"loss_finite": true
|
| 35 |
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},
|
| 36 |
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"ok": true,
|
| 37 |
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"host": "babel-o9-28",
|
| 38 |
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"gpu": "NVIDIA L40S",
|
| 39 |
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"t_s": 18.3
|
| 40 |
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}
|