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+=== Llama Context Parallel Training Script (bluscriptCP) ===
+[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels)
+[watchdog] collective no-progress deadline 600 s, poll 2 s (BLU_NCCL_WATCHDOG=0 to disable)
+[watchdog] collective no-progress deadline 600 s, poll 2 s (BLU_NCCL_WATCHDOG=0 to disable)
+================ Configuration (bluscriptCP) ================
+  d_model/layers  : 1536 / 24
+  q/kv heads      : 12 / 4  (G=3, hd=128)
+  ffn_hidden      : 4096 (SwiGLU)
+  context_length  : 32768
+  vocab_size      : 50304  tying=1
+  B x T           : 1 x 32768
+  world_size      : 2  (dp=1 x cp=2)
+  CP_ATTN_MODE    : ring  (load_balance=HeadTail)
+  global_batch    : 524288  (grad_accum=16)
+  precision       : bf16 Linears + fp32 norms/residual/logits (fp32 master weights in AdamW)  [mask=15 QKV WO MLP HEAD]
+  max_lr/min_lr   : 0.0006 / 6e-05
+  warmup/steps    : 100 / 3  (cosine, no stable phase)
+  checkpointing   : false  (ckpt_freq=200, dir=checkpoints_bluscriptcp)
+=============================================================
+Initializing model on CUDA device 0...
+[YaRN][warn] seq_len(32768) != scale(32.000)*orig_maxpos(4096.0)=131072.0 -- cache scaled for a different context than it is sized for
+[YaRN] build_rope_cache: seq_len=32768 hd=128 scale=32.000 low=14 high=32 m=1.3466
+[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/rank_0/blumodelcp_run12_step_1200.ckpt  (base step 1200, loss 2.68627)  -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP
+Parameters: 681328128
+Parameters per GPU: 681328128
+max_steps: 3
+warmup_steps: 100
+[ZeRO-1 v2] build=v2.4  supports: rs+ag | can-symmetric-window | can-fp32-reduce | can-bf16-reduce | can-reshard-v1-ckpt
+[ZeRO-1 v2] ACTIVE: reduce_dtype=bfloat16 (= param dtype)  symmetric=off  overlap=-/-
+[ZeRO-1 v2] zero1-v2 reduce-scatter/all-gather (standard memory)
+[ZeRO-1 v2] params=603979776 padded=603979776 W=2 shard=301989888 | 24 buckets of 50 MB (13107200 elems/rank/bucket) | optimizer state/GPU: 3456 MB (vs 6912 MB unsharded)
+[ZeRO-1 v2] NOTE: symmetric memory is NOT active — collectives will run NCCL's ring/tree path, not NVLS. Create the process group with MemoryMode::Symmetric (and NCCL >= 2.27) to enable it.
+[ZeRO-1 v2] build=v2.4  supports: rs+ag | can-symmetric-window | can-fp32-reduce | can-bf16-reduce | can-reshard-v1-ckpt
+[ZeRO-1 v2] ACTIVE: reduce_dtype=float32 (= param dtype)  symmetric=off  overlap=-/-
+[ZeRO-1 v2] zero1-v2 reduce-scatter/all-gather (standard memory)
+[ZeRO-1 v2] params=77348352 padded=77348352 W=2 shard=38674176 | 6 buckets of 50 MB (6553600 elems/rank/bucket) | optimizer state/GPU: 442.591 MB (vs 885.182 MB unsharded)
+[ZeRO-1 v2] NOTE: symmetric memory is NOT active — collectives will run NCCL's ring/tree path, not NVLS. Create the process group with MemoryMode::Symmetric (and NCCL >= 2.27) to enable it.
+[ZeRO-1] variant=v2 reduce-scatter/all-gather  groups=2  [bfloat16/603979776]  [float32/77348352]
+[ZeRO-1] DataParallel is DISABLED (both would double-reduce)
+[precision] bf16 params=144, all with fp32 master weights
+found 7 shards for split train
+found 1 shards for split val
+Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log58.csv (run 58)
+[rope_theta] 500000 from CP_ROPE_THETA (no sidecar -- provenance UNVERIFIED against the checkpoint)
+Checkpointing: OFF
+[re-warmup] anchored at step 0 for 100 steps -> peak 0.00018 (0.3 x max_lr), then cosine-decay to 6e-05 | resuming at step 0 (mid-ramp)
+
+Starting training...
+
+[CP ring P2P] OVERLAP: dedicated non-blocking stream
+validation loss: 2.8864
+[CP bwd] overlap=ON
+step     0 | loss: 2.859253 | lr 1.8000e-06 | norm: 0.6029 | dt: 15011.20ms | tok/sec: 34926.4 | mem: 78517MB | Time Left: 00 hrs : 00 mins
+  [TIMING] data: 6.8ms | fwd: 2661.5ms | loss: 17.7ms | bwd: 7690.7ms | clip: 0.0ms | optim: 18.9ms
+step     1 | loss: 2.673292 | lr 3.6000e-06 | norm: 0.5749 | dt: 10351.92ms | tok/sec: 50646.5 | mem: 77525MB | Time Left: 00 hrs : 00 mins
+  [TIMING] data: 6.4ms | fwd: 2648.5ms | loss: 17.7ms | bwd: 7650.6ms | clip: 0.0ms | optim: 18.4ms
+validation loss: 2.8855
+step     2 | loss: 2.624726 | lr 5.4000e-06 | norm: 0.6049 | dt: 13763.30ms | tok/sec: 38093.2 | mem: 77397MB | Time Left: 00 hrs : 00 mins
+  [TIMING] data: 6.4ms | fwd: 2661.3ms | loss: 17.8ms | bwd: 7673.4ms | clip: 0.0ms | optim: 18.6ms
+
+=== Training complete ===