Upload pythia-dedup-125M.yml

pythia-dedup-125M.yml

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+{
+  "pipe-parallel-size": 1,
+  "model-parallel-size": 1,
+
+  # model settings
+  "num-layers": 12,
+  "hidden-size": 768,
+  "num-attention-heads": 12,
+  "seq-length": 2048,
+  "max-position-embeddings": 2048,
+  "pos-emb": "rotary",
+  "rotary-pct": 0.25,
+  "no-weight-tying": true,
+  "gpt-j-residual": true,
+  "output-layer-parallelism": "column",
+
+  "scaled-upper-triang-masked-softmax-fusion": true,
+  "bias-gelu-fusion": true,
+
+  # init methods
+  "init_method": "small_init",
+  "output_layer_init_method": "wang_init",
+
+  "optimizer": {
+    "type": "Adam",
+    "params": {
+      "lr": 0.0006,
+      "betas": [0.9, 0.95],
+      "eps": 1.0e-8,
+    }
+  },
+  "min_lr": 0.00006,
+
+  "zero_optimization": {
+    "stage": 1,
+    "allgather_partitions": True,
+    "allgather_bucket_size": 500000000,
+    "overlap_comm": True,
+    "reduce_scatter": True,
+    "reduce_bucket_size": 500000000,
+    "contiguous_gradients": True,
+    "cpu_offload": False
+  },
+
+  "train_micro_batch_size_per_gpu": 16,
+  "gas": 2,
+  "data-impl": "mmap",
+  "num_workers": 1,
+
+  # activation checkpointing
+  "checkpoint-activations": true,
+  "checkpoint-num-layers": 1,
+  "partition-activations": true,
+  "synchronize-each-layer": true,
+
+  # regularization
+  "gradient_clipping": 1.0,
+  "weight-decay": 0.1,
+  "hidden-dropout": 0,
+  "attention-dropout": 0,
+
+  # precision settings
+  "fp16": {
+    "fp16": true,
+    "enabled": true,
+    "loss_scale": 0,
+    "loss_scale_window": 1000,
+    "initial_scale_power": 12,
+    "hysteresis": 2,
+    "min_loss_scale": 1,
+  },
+
+  "train-iters": 71500,
+  "lr-decay-iters": 71250,
+  "distributed-backend": "nccl",
+  "lr-decay-style": "cosine",
+  "warmup": 0.01,
+  "save-interval": 250,
+  "eval-interval": 71500,
+  "eval-iters": 10,
+  #"eval-tasks": ["logiqa", "arc_challenge", "arc_easy", "lambada", "winogrande", "wsc", "piqa", "sciq"], 
+
+  "log-interval": 10,
+  "steps_per_print": 10,
+  "wall_clock_breakdown": true,
+
+  "save": "/fsx/hailey/pythia/ckpts/125M_dedup",
+  "load": "/fsx/hailey/pythia/ckpts/125M_dedup",
+
+  "train-data-paths": ["/fsx/pile_deduped/pile_0.87_deduped_text_document"],
+  "valid-data-paths": ["/fsx/pile_deduped/pile_0.87_deduped_text_document"],
+  "test-data-paths": ["/fsx/pile_deduped/pile_0.87_deduped_text_document"],
+
+  "tokenizer-type": "HFTokenizer",
+  "vocab-file": "/fsx/pile/20B_tokenizer.json",
+
+  "tensorboard-dir": "/fsx/code-fim/FIMlogs/1.3B-AR-Pile-9-6-22-rotary-1MtokBS",
+  "log-dir": "/fsx/code-fim/FIMlogs/1.3B-AR-Pile-9-6-22-rotary-1MtokBS", 
+
+  "use_wandb": true,
+  "wandb_group": "125M Dedup",
+  "wandb_team": "eleutherai",
+  "wandb_project": "pythia",
+
+  "launcher": "openmpi",
+  "deepspeed_mpi": true,
+}