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index a6344aac8c09253b3b630fb776ae94478aa0275b..e6872cfabee5f5114d606fb9a989b675a417fd20 100644
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diff --git a/nemo_model/model_config.yaml b/nemo_model/model_config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2ee745462902404d0ff2630deefa52da04e31ee3
--- /dev/null
+++ b/nemo_model/model_config.yaml
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+mcore_gpt: true
+micro_batch_size: 1
+global_batch_size: 8
+tensor_model_parallel_size: 1
+pipeline_model_parallel_size: 1
+virtual_pipeline_model_parallel_size: null
+encoder_seq_length: 131072
+max_position_embeddings: 131072
+num_layers: 32
+hidden_size: 4096
+ffn_hidden_size: 14336
+num_attention_heads: 32
+init_method_std: 0.02
+use_scaled_init_method: true
+hidden_dropout: 0.0
+attention_dropout: 0.0
+ffn_dropout: 0.0
+kv_channels: null
+apply_query_key_layer_scaling: true
+normalization: rmsnorm
+layernorm_epsilon: 1.0e-05
+do_layer_norm_weight_decay: false
+make_vocab_size_divisible_by: 128
+pre_process: true
+post_process: true
+persist_layer_norm: true
+bias: false
+activation: fast-swiglu
+headscale: false
+transformer_block_type: pre_ln
+openai_gelu: false
+normalize_attention_scores: true
+position_embedding_type: rope
+rotary_percentage: 1.0
+attention_type: multihead
+share_embeddings_and_output_weights: false
+overlap_p2p_comm: false
+batch_p2p_comm: true
+num_query_groups: 8
+tokenizer:
+  library: huggingface
+  type: meta-llama/Meta-Llama-3-8B
+  use_fast: true
+native_amp_init_scale: 4294967296
+native_amp_growth_interval: 1000
+hysteresis: 2
+fp32_residual_connection: false
+fp16_lm_cross_entropy: false
+megatron_amp_O2: false
+grad_allreduce_chunk_size_mb: 125
+grad_div_ar_fusion: true
+gradient_accumulation_fusion: false
+bias_activation_fusion: false
+bias_dropout_add_fusion: false
+masked_softmax_fusion: true
+get_attention_mask_from_fusion: true
+apply_rope_fusion: false
+seed: 1234
+resume_from_checkpoint: null
+use_cpu_initialization: false
+onnx_safe: false
+apex_transformer_log_level: 30
+gradient_as_bucket_view: true
+sync_batch_comm: false
+activations_checkpoint_granularity: null
+activations_checkpoint_method: null
+activations_checkpoint_num_layers: null
+num_micro_batches_with_partial_activation_checkpoints: null
+activations_checkpoint_layers_per_pipeline: null
+sequence_parallel: false
+transformer_engine: true
+fp8: false
+fp8_e4m3: false
+fp8_hybrid: true
+fp8_margin: 0
+fp8_interval: 1
+fp8_amax_history_len: 1024
+fp8_amax_compute_algo: max
+reduce_amax: true
+use_emha: false
+data:
+  index_mapping_dir: null
+  data_impl: mmap
+  splits_string: 900,50,50
+  seq_length: 131072
+  skip_warmup: true
+  num_workers: 2
+  dataloader_type: single
+  reset_position_ids: false
+  reset_attention_mask: false
+  eod_mask_loss: false
+  validation_drop_last: true
+  no_seqlen_plus_one_input_tokens: false
+  pad_samples_to_global_batch_size: false
+  shuffle_documents: true
+nsys_profile:
+  enabled: false
+  start_step: 10
+  end_step: 10
+  ranks:
+  - 0
+  gen_shape: false
+optim:
+  name: fused_adam
+  lr: 0.0002
+  weight_decay: 0.01
+  betas:
+  - 0.9
+  - 0.98
+  sched:
+    name: CosineAnnealing
+    warmup_steps: 500
+    constant_steps: 50000
+    min_lr: 2.0e-05
+rotary_base: 500000.0
+scale_positional_embedding: true
+precision: bf16
+target: nemo.collections.nlp.models.language_modeling.megatron_gpt_model.MegatronGPTModel
+nemo_version: 2.0.0rc2
diff --git a/nemo_model/model_weights/common.pt b/nemo_model/model_weights/common.pt
new file mode 100644
index 0000000000000000000000000000000000000000..06484c0f4f1c25cdfe5fc7c67ff47ab62ec8592f
--- /dev/null
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diff --git a/nemo_model/model_weights/metadata.json b/nemo_model/model_weights/metadata.json
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index 0000000000000000000000000000000000000000..efdcae4b720b402ac0295007ff69eefab33a2e82
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/11.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/11.0
new file mode 100644
index 0000000000000000000000000000000000000000..6795576f2b400b39147728839ef3584a95feeb42
--- /dev/null
+++ b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/11.0
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/12.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/12.0
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index 0000000000000000000000000000000000000000..6200258220c0e5c230e21467f03d7732fd94d5a8
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+++ b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/12.0
@@ -0,0 +1 @@
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/13.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/13.0
new file mode 100644
index 0000000000000000000000000000000000000000..4a1fbf0664f31e7a036041c30b8c4fb63167374a
--- /dev/null
+++ b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/13.0
@@ -0,0 +1 @@
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/14.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/14.0
new file mode 100644
index 0000000000000000000000000000000000000000..fa466f23770d82514757b51fcb525949791eba3d
--- /dev/null
+++ b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/14.0
@@ -0,0 +1 @@
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/15.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/15.0
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Binary files /dev/null and b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/15.0 differ
diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/16.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/16.0
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+++ b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/16.0
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/17.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/17.0
new file mode 100644
index 0000000000000000000000000000000000000000..a674edcd346dc970b93b0b7658d0ed8b4093ef18
--- /dev/null
+++ b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/17.0
@@ -0,0 +1 @@
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/19.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/19.0
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/20.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/20.0
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/21.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/21.0
new file mode 100644
index 0000000000000000000000000000000000000000..9ecf0aecd5375a7687bc030d5a777131d23cd380
--- /dev/null
+++ b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/21.0
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/22.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/22.0
new file mode 100644
index 0000000000000000000000000000000000000000..4ef20a4d24ebed41d370e3d82cbccf4ea0fc8438
--- /dev/null
+++ b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/22.0
@@ -0,0 +1 @@
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/5.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/5.0
new file mode 100644
index 0000000000000000000000000000000000000000..f60ba20b6a24b5c17e77c47bb8b23b59577305ad
--- /dev/null
+++ b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/5.0
@@ -0,0 +1,2 @@
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/6.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/6.0
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/7.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/7.0
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+++ b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/7.0
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/8.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/8.0
new file mode 100644
index 0000000000000000000000000000000000000000..251992a1f4d10d7615aa3c7e772cd4300b48fb33
--- /dev/null
+++ b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/8.0
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diff --git a/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/9.0 b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/9.0
new file mode 100644
index 0000000000000000000000000000000000000000..473e420ab0972a38fb0e0e14f9cc5a18881257f0
--- /dev/null
+++ b/nemo_model/model_weights/model.decoder.layers.mlp.linear_fc1.layer_norm_weight/9.0
@@ -0,0 +1 @@
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