more train steps
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@@ -32,8 +32,8 @@ def verify_training_success(temp_dir):
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check_tensorboard_loss_decreased(
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temp_dir + "/runs",
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initial_window=3,
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final_window=3,
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initial_window=10,
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final_window=10,
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max_initial=5.0,
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max_final=4.7,
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)
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@@ -61,7 +61,8 @@ class TestFSDP2:
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},
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],
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"num_epochs": 1,
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"max_steps": 20,
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"max_steps": 80,
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"warmup_steps": 5,
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"micro_batch_size": 2,
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"gradient_accumulation_steps": 1,
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"output_dir": temp_dir,
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@@ -79,6 +80,9 @@ class TestFSDP2:
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"reshard_after_forward": True,
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},
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"use_tensorboard": True,
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"seed": 42,
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"sample_packing": True,
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"pad_to_sequence_len": True,
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"bf16": True,
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}
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)
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@@ -121,14 +125,15 @@ class TestFSDP2:
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"adapter": "lora",
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"lora_r": 8,
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"lora_alpha": 16,
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"lora_dropout": 0.05,
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"lora_dropout": 0.0,
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"lora_target_linear": True,
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"num_epochs": 1,
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"max_steps": 20,
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"max_steps": 80,
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"warmup_steps": 5,
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"micro_batch_size": 2,
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"gradient_accumulation_steps": 1,
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"output_dir": temp_dir,
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"learning_rate": 2e-4,
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"learning_rate": 1e-3,
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"optimizer": "adamw_torch_fused",
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"lr_scheduler": "cosine",
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"flash_attention": True,
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@@ -142,6 +147,9 @@ class TestFSDP2:
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"reshard_after_forward": True,
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},
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"use_tensorboard": True,
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"seed": 42,
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"sample_packing": True,
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"pad_to_sequence_len": True,
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"bf16": True,
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# explicitly disable LORA kernels, as they may be auto-enabled
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"lora_mlp_kernel": False,
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@@ -188,11 +196,12 @@ class TestFSDP2:
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"lora_alpha": 16,
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"lora_target_linear": True,
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"num_epochs": 1,
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"max_steps": 20,
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"max_steps": 80,
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"warmup_steps": 5,
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"micro_batch_size": 2,
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"gradient_accumulation_steps": 1,
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"output_dir": temp_dir,
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"learning_rate": 2e-4,
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"learning_rate": 1e-3,
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"optimizer": "adamw_torch_fused",
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"lr_scheduler": "cosine",
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"flash_attention": True,
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@@ -206,6 +215,9 @@ class TestFSDP2:
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"reshard_after_forward": True,
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},
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"use_tensorboard": True,
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"seed": 42,
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"sample_packing": True,
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"pad_to_sequence_len": True,
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"bf16": True,
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"lora_mlp_kernel": True,
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"lora_qkv_kernel": True,
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@@ -250,14 +262,15 @@ class TestFSDP2:
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"adapter": "qlora",
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"lora_r": 8,
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"lora_alpha": 16,
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"lora_dropout": 0.05,
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"lora_dropout": 0.0,
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"lora_target_linear": True,
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"num_epochs": 1,
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"max_steps": 20,
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"max_steps": 80,
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"warmup_steps": 5,
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"micro_batch_size": 2,
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"gradient_accumulation_steps": 1,
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"output_dir": temp_dir,
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"learning_rate": 2e-4,
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"learning_rate": 1e-3,
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"optimizer": "adamw_torch_fused",
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"lr_scheduler": "cosine",
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"flash_attention": True,
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@@ -271,6 +284,9 @@ class TestFSDP2:
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"reshard_after_forward": True,
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},
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"use_tensorboard": True,
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"seed": 42,
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"sample_packing": True,
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"pad_to_sequence_len": True,
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"bf16": True,
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}
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)
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@@ -314,12 +330,12 @@ class TestFSDP2:
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"lora_alpha": 16,
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"lora_target_linear": True,
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"num_epochs": 1,
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"max_steps": 30,
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"warmup_steps": 3,
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"max_steps": 80,
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"warmup_steps": 5,
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"micro_batch_size": 2,
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"gradient_accumulation_steps": 1,
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"output_dir": temp_dir,
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"learning_rate": 2e-4,
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"learning_rate": 1e-3,
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"optimizer": "adamw_torch_fused",
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"lr_scheduler": "cosine",
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"flash_attention": True,
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@@ -333,6 +349,9 @@ class TestFSDP2:
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"reshard_after_forward": True,
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},
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"use_tensorboard": True,
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"seed": 42,
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"sample_packing": True,
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"pad_to_sequence_len": True,
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"bf16": True,
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"lora_mlp_kernel": True,
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"lora_qkv_kernel": True,
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@@ -395,6 +414,9 @@ class TestFSDP2:
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"reshard_after_forward": True,
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},
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"use_tensorboard": True,
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"seed": 42,
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"sample_packing": True,
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"pad_to_sequence_len": True,
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}
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)
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@@ -443,7 +465,7 @@ class TestFSDP2:
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"micro_batch_size": 2,
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"gradient_accumulation_steps": 1,
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"output_dir": temp_dir,
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"learning_rate": 2e-4,
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"learning_rate": 1e-3,
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"optimizer": "adamw_torch_fused",
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"lr_scheduler": "cosine",
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"flash_attention": True,
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@@ -457,6 +479,9 @@ class TestFSDP2:
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"reshard_after_forward": True,
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},
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"use_tensorboard": True,
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"seed": 42,
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"sample_packing": True,
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"pad_to_sequence_len": True,
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}
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)
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