diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_ntk_p0.25_b0.log b/logs/probe_run8_s4/csv/1b_run8_T16384_ntk_p0.25_b0.log new file mode 100644 index 0000000000000000000000000000000000000000..d2af1a4a5d93cf158229b7e19a13ce536fbf5eaf --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_ntk_p0.25_b0.log @@ -0,0 +1,21 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_ntk_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_ntk_p0_b0.log b/logs/probe_run8_s4/csv/1b_run8_T16384_ntk_p0_b0.log new file mode 100644 index 0000000000000000000000000000000000000000..d2af1a4a5d93cf158229b7e19a13ce536fbf5eaf --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_ntk_p0_b0.log @@ -0,0 +1,21 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_ntk_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_ntk_p0_b1.log b/logs/probe_run8_s4/csv/1b_run8_T16384_ntk_p0_b1.log new file mode 100644 index 0000000000000000000000000000000000000000..d2af1a4a5d93cf158229b7e19a13ce536fbf5eaf --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_ntk_p0_b1.log @@ -0,0 +1,21 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_ntk_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_ntk_p0_b2.log b/logs/probe_run8_s4/csv/1b_run8_T16384_ntk_p0_b2.log new file mode 100644 index 0000000000000000000000000000000000000000..d2af1a4a5d93cf158229b7e19a13ce536fbf5eaf --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_ntk_p0_b2.log @@ -0,0 +1,21 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_ntk_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_absent_b0.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_absent_b0.log new file mode 100644 index 0000000000000000000000000000000000000000..349264dc0636e08a97375d038c666b2084df1eb3 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_absent_b0.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_absent_b0.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_absent_b0.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_absent_b0.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_absent_b1.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_absent_b1.log new file mode 100644 index 0000000000000000000000000000000000000000..7f179ef69ea4eb2805d4d79b48c5d00176aed2c7 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_absent_b1.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_absent_b1.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_absent_b1.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_absent_b1.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_absent_b2.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_absent_b2.log new file mode 100644 index 0000000000000000000000000000000000000000..ba986976fda7e647449247322f26582f06dfb288 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_absent_b2.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_absent_b2.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_absent_b2.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_absent_b2.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_null_b0.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_null_b0.log new file mode 100644 index 0000000000000000000000000000000000000000..47bc6039e1ab0193a242a3fe71b36fa3e2d8c9fa --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_null_b0.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_null_b0.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_null_b0.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_null_b0.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_null_b1.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_null_b1.log new file mode 100644 index 0000000000000000000000000000000000000000..9e9152dab523c8afed4ef87c746832182fd81f54 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_null_b1.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_null_b1.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_null_b1.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_null_b1.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_null_b2.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_null_b2.log new file mode 100644 index 0000000000000000000000000000000000000000..b673ed006b2ea1fa85557941365bb6f88cb093f3 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_null_b2.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_null_b2.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_null_b2.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_null_b2.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.25_b0.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.25_b0.log new file mode 100644 index 0000000000000000000000000000000000000000..53341d62b6296c8ecf19f8c5eabef53a9336faaf --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.25_b0.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p0.25_b0.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p0.25_b0.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p0.25_b0.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.25_b1.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.25_b1.log new file mode 100644 index 0000000000000000000000000000000000000000..f29814d855f12aa76e2d0432ea28ffcfcc71755e --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.25_b1.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p0.25_b1.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p0.25_b1.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p0.25_b1.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.25_b2.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.25_b2.log new file mode 100644 index 0000000000000000000000000000000000000000..ef4e12f6fa2f78ca669186400f75c229569c9127 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.25_b2.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p0.25_b2.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p0.25_b2.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p0.25_b2.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.5_b0.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.5_b0.log new file mode 100644 index 0000000000000000000000000000000000000000..3992f13359fd87fec46f6802db560652213e9da9 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.5_b0.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p0.5_b0.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p0.5_b0.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p0.5_b0.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.5_b1.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.5_b1.log new file mode 100644 index 0000000000000000000000000000000000000000..e3a5d70a9fb02b3b8063bb237a9c8e9d815f308c --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.5_b1.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p0.5_b1.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p0.5_b1.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p0.5_b1.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.5_b2.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.5_b2.log new file mode 100644 index 0000000000000000000000000000000000000000..d22f781057cf8f60074041bc4baa3100d84754d0 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.5_b2.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p0.5_b2.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p0.5_b2.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p0.5_b2.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.75_b0.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.75_b0.log new file mode 100644 index 0000000000000000000000000000000000000000..e45d5b90c4e9a6f594f6d77ad51e10f3c6cfbbe1 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.75_b0.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p0.75_b0.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p0.75_b0.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p0.75_b0.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.75_b1.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.75_b1.log new file mode 100644 index 0000000000000000000000000000000000000000..f70213ac3de407c43cc79c58f4a98d7bfde2ef66 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.75_b1.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p0.75_b1.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p0.75_b1.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p0.75_b1.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.75_b2.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.75_b2.log new file mode 100644 index 0000000000000000000000000000000000000000..0fd12b7f109c6616bb64359750b0eab98af1360c --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0.75_b2.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p0.75_b2.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p0.75_b2.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p0.75_b2.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0_b0.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0_b0.log new file mode 100644 index 0000000000000000000000000000000000000000..6037532a623f97f460ebeb5ae5152044e64c057d --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0_b0.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p0_b0.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p0_b0.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p0_b0.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0_b1.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0_b1.log new file mode 100644 index 0000000000000000000000000000000000000000..e1ce08cb37ea943c3273fbff1cc158253201c763 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0_b1.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p0_b1.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p0_b1.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p0_b1.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0_b2.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0_b2.log new file mode 100644 index 0000000000000000000000000000000000000000..1ad190b4d96fb17670648d078ac7d977d72b8da9 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p0_b2.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p0_b2.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p0_b2.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p0_b2.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p1_b0.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p1_b0.log new file mode 100644 index 0000000000000000000000000000000000000000..56af1a938704fe5e0df917fa96ba76ac1632f0d6 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p1_b0.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p1_b0.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p1_b0.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p1_b0.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p1_b1.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p1_b1.log new file mode 100644 index 0000000000000000000000000000000000000000..c2b17858bdfcdc4ae0274f6035ec94cd8e7286d7 --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p1_b1.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p1_b1.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p1_b1.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p1_b1.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p1_b2.log b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p1_b2.log new file mode 100644 index 0000000000000000000000000000000000000000..c49f3c5c79a2b2f92e48e04fd200e565c8de8f0b --- /dev/null +++ b/logs/probe_run8_s4/csv/1b_run8_T16384_yarn_p1_b2.log @@ -0,0 +1,45 @@ +=== Llama Context Parallel Training Script (bluscriptCP) === +[CP attn fusion] split (Stage-2 rope-once + Stage-3 Hopper causal-attn kernels) +[LongRoPE] factors=probe_run8_s4/needles/lam_yarn_hd128_th500000_s4.txt n_hat=0 s=4 S_search=16384 (alone) +================ Configuration (bluscriptCP) ================ + d_model/layers : 1536 / 36 + q/kv heads : 12 / 4 (G=3, hd=128) + ffn_hidden : 4096 (SwiGLU) + context_length : 16384 + vocab_size : 50304 tying=0 + B x T : 1 x 16384 + world_size : 1 (dp=1 x cp=1) + CP_ATTN_MODE : ring (load_balance=HeadTail) + global_batch : 524288 (grad_accum=32) + optimizer : AdamW [DDP] + precision : fp32 everywhere + max_lr/min_lr : 0.0006 / 6e-05 + warmup/steps : 91 / 917 (cosine, no stable phase) + checkpointing : true (ckpt_freq=50, dir=checkpoints_bluscriptcp) +============================================================= +Initializing model on CUDA device 0... +[YaRN] build_rope_cache: seq_len=16384 hd=128 scale=1.000 low=7 high=25 m=1.0000 +[LongRoPE] build_rope_cache_longrope: seq_len=16384 hd=128 n_hat=0 lam0=1.0000 lam_last=4.0000 mscale=1.0000 +[InitFrom] weights loaded from /root/Adhi/BluTrain/dist/Context_Parallelism/checkpoints_bluscriptcp/blumodelcp_run8_step_1000.ckpt (base step 1000, loss 2.66226) -- optimizer state and RNG intentionally NOT restored; pair with CP_REWARMUP +Parameters: 1060624896 +Parameters per GPU: 1060624896 +max_steps: 917 +warmup_steps: 91 +found 100 shards for split train +found 1 shards for split val +[Resume] latest run 8 already complete at step 1000; starting a new run. +Saving logs to: CP_BluScreipt_Training_logs/CP_Training_log1.csv (run 1) +[rope_theta] 500000 compiled default (no sidecar -- legacy run, assuming it was trained at this base) +Checkpointing: ON -> checkpoints_bluscriptcp/blumodelcp_run1_step_.ckpt (every 50 steps, keep 6) +[eval] shared token stream: 131073 int32 tokens from probe_run8_s4/needles/needle_T16384_p1_b2.bin (B forced to 1 for HF-scorer parity) +[eval] PPL-vs-position: 8 windows (skip=0) x B=1 Tglobal=16384 Tlocal=16384 cp=1 (YARN_SCALE via env) -> probe_run8_s4/csv/ppl_needle_T16384_p1_b2.csv +[eval] per-position NLL: GPU +[eval] window 1/8 done +[eval] window 2/8 done +[eval] window 3/8 done +[eval] window 4/8 done +[eval] window 5/8 done +[eval] window 6/8 done +[eval] window 7/8 done +[eval] window 8/8 done +[eval] wrote probe_run8_s4/csv/ppl_needle_T16384_p1_b2.csv (16384 positions, 8 windows) diff --git a/logs/probe_run8_s4/csv/ppl_needle_T16384_absent_b0.csv b/logs/probe_run8_s4/csv/ppl_needle_T16384_absent_b0.csv new file mode 100644 index 0000000000000000000000000000000000000000..8cca0f595099fa3a18fbfb4e7793774ab7bda33a --- /dev/null +++ b/logs/probe_run8_s4/csv/ppl_needle_T16384_absent_b0.csv @@ -0,0 +1,16385 @@ +pos,count,mean_nll,ppl +0,8,5.823226,338.060765 +1,8,5.827024,339.347387 +2,8,5.184640,178.509117 +3,8,5.544344,255.786642 +4,8,4.482090,88.419272 +5,8,4.958230,142.341602 +6,8,2.832078,16.980714 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