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  1. .gitattributes +109 -0
  2. code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/ckpt/dual_projector_qwen3_06b_64latents_dart_math_v2/stage2/.hdfs_synced +0 -0
  3. code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/logs/v2_hdfs_pipeline.log +20 -0
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  6. code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/run_train_v2_hdfs.sh +149 -0
  7. code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/wandb/debug-internal.log +0 -0
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/pandas/_libs/tslibs/fields.cpython-310-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/pandas/_libs/tslibs/nattype.cpython-310-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/pyarrow/_gcsfs.cpython-310-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/pyarrow/_orc.cpython-310-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/pyarrow/_parquet_encryption.cpython-310-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/pyarrow/_substrait.cpython-310-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/tokenizers/tokenizers.abi3.so filter=lfs diff=lfs merge=lfs -text
362
+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/torch/bin/protoc filter=lfs diff=lfs merge=lfs -text
363
+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/torch/bin/protoc-3.13.0.0 filter=lfs diff=lfs merge=lfs -text
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/triton/backends/nvidia/lib/cupti/libcupti.so.12 filter=lfs diff=lfs merge=lfs -text
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/triton/backends/nvidia/lib/cupti/libcupti.so.2025.1.1 filter=lfs diff=lfs merge=lfs -text
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/triton/backends/nvidia/lib/cupti/libnvperf_host.so filter=lfs diff=lfs merge=lfs -text
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/triton/backends/nvidia/lib/cupti/libnvperf_host_static.a filter=lfs diff=lfs merge=lfs -text
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/venv/lib64/python3.10/site-packages/triton/instrumentation/libPrintLoadStoreMemSpaces.so filter=lfs diff=lfs merge=lfs -text
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/wandb/run-20260317_080719-run_20260317_aab36b17/run-run_20260317_aab36b17.wandb filter=lfs diff=lfs merge=lfs -text
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+ code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/wandb/run-20260317_084131-run_20260317_830de7af/run-run_20260317_830de7af.wandb filter=lfs diff=lfs merge=lfs -text
code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/ckpt/dual_projector_qwen3_06b_64latents_dart_math_v2/stage2/.hdfs_synced ADDED
File without changes
code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/logs/v2_hdfs_pipeline.log ADDED
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1
+ [2026-03-17 08:05:49] ============================================================
2
+ [2026-03-17 08:05:49] TRAINING V2 — Stage 2 with HDFS checkpoint sync
3
+ [2026-03-17 08:05:49] ============================================================
4
+ [2026-03-17 08:05:49] Stage 1 checkpoint: /mnt/bn/bohanzhainas1/jiashuo/code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/ckpt/dual_projector_qwen3_06b_64latents_dart_math_v2/stage1/projector_checkpoint.pt
5
+ [2026-03-17 08:05:49] HDFS sync daemon started (PID: 139044)
6
+ [2026-03-17 08:05:49] === STAGE 2: Full fine-tuning ===
7
+ [2026-03-17 08:15:38] ============================================================
8
+ [2026-03-17 08:15:38] TRAINING V2 — Stage 2 with HDFS checkpoint sync
9
+ [2026-03-17 08:15:38] ============================================================
10
+ [2026-03-17 08:15:38] Stage 1 checkpoint: /mnt/bn/bohanzhainas1/jiashuo/code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/ckpt/dual_projector_qwen3_06b_64latents_dart_math_v2/stage1/projector_checkpoint.pt
11
+ [2026-03-17 08:15:39] HDFS sync daemon started (PID: 151956)
12
+ [2026-03-17 08:15:39] === STAGE 2: Full fine-tuning ===
13
+ [2026-03-17 08:21:39] HDFS sync: training finished, final sync...
14
+ [2026-03-17 08:21:50] HDFS sync: all done, exiting
15
+ [2026-03-17 08:40:07] ============================================================
16
+ [2026-03-17 08:40:07] TRAINING V2 — Stage 2 with HDFS checkpoint sync
17
+ [2026-03-17 08:40:07] ============================================================
18
+ [2026-03-17 08:40:07] Stage 1 checkpoint: /mnt/bn/bohanzhainas1/jiashuo/code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/ckpt/dual_projector_qwen3_06b_64latents_dart_math_v2/stage1/projector_checkpoint.pt
19
+ [2026-03-17 08:40:07] HDFS sync daemon started (PID: 153842)
20
+ [2026-03-17 08:40:08] === STAGE 2: Full fine-tuning ===
code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/logs/v2_hdfs_stdout.log ADDED
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code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/logs/v2_stage2.log ADDED
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code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/run_train_v2_hdfs.sh ADDED
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1
+ #!/bin/bash
2
+ # run_train_v2_hdfs.sh — Stage 2 with HDFS checkpoint sync
3
+ # Trains locally, syncs checkpoints to HDFS after each save
4
+ set -euo pipefail
5
+
6
+ BASE=/mnt/bn/bohanzhainas1/jiashuo/code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod
7
+ LADIR=$BASE/ladir_training
8
+ HDFS_BASE=hdfs://harunasg/home/byte_data_tt_m/jiashuo/code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training
9
+ RUN_NAME=dual_projector_qwen3_06b_64latents_dart_math_v2
10
+
11
+ export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7
12
+ export HF_HOME=/mnt/bn/bohanzhainas1/jiashuo/hf_cache
13
+ export LD_LIBRARY_PATH=/usr/lib/x86_64-linux-gnu:${LD_LIBRARY_PATH:-}
14
+ export PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True
15
+ export WANDB_PROJECT="dual_projector_training"
16
+ export WANDB_ENTITY="murray_ucsd"
17
+ export WANDB_API_KEY=d549f7fe2fb956d80a0fbcc499dc6e251db287f7
18
+ export PYTHONPATH="${BASE}:${PYTHONPATH:-}"
19
+
20
+ cd $LADIR
21
+ mkdir -p logs
22
+
23
+ free_port() { python3 -c "import socket; s=socket.socket(); s.bind(('',0)); p=s.getsockname()[1]; s.close(); print(p)"; }
24
+ log() { echo "[$(date '+%Y-%m-%d %H:%M:%S')] $*" | tee -a logs/v2_hdfs_pipeline.log; }
25
+
26
+ # ── Background HDFS sync daemon ──────────────────────────────────────────────
27
+ # Monitors checkpoint directory and uploads new checkpoints to HDFS
28
+ sync_to_hdfs() {
29
+ local LOCAL_CKPT_DIR=$1
30
+ local HDFS_CKPT_DIR=$2
31
+ local SYNCED_FILE="$LOCAL_CKPT_DIR/.hdfs_synced"
32
+ touch "$SYNCED_FILE"
33
+
34
+ while true; do
35
+ sleep 120 # Check every 2 minutes
36
+ for ckpt_dir in $(ls -d ${LOCAL_CKPT_DIR}/checkpoint-* 2>/dev/null | sort -V); do
37
+ ckpt_name=$(basename $ckpt_dir)
38
+ if ! grep -q "$ckpt_name" "$SYNCED_FILE" 2>/dev/null; then
39
+ # Check if checkpoint is complete (has model.safetensors)
40
+ if [[ -f "$ckpt_dir/model.safetensors" ]]; then
41
+ log "HDFS sync: uploading $ckpt_name..."
42
+ hdfs dfs -mkdir -p "$HDFS_CKPT_DIR/$ckpt_name" 2>/dev/null
43
+ hdfs dfs -put -f "$ckpt_dir/model.safetensors" "$HDFS_CKPT_DIR/$ckpt_name/" 2>/dev/null && \
44
+ hdfs dfs -put -f "$ckpt_dir/trainer_state.json" "$HDFS_CKPT_DIR/$ckpt_name/" 2>/dev/null && \
45
+ echo "$ckpt_name" >> "$SYNCED_FILE" && \
46
+ log "HDFS sync: $ckpt_name done" || \
47
+ log "HDFS sync: $ckpt_name FAILED"
48
+ fi
49
+ fi
50
+ done
51
+
52
+ # Exit if training is done (no torchrun process)
53
+ if ! pgrep -f "train_dual_proj" > /dev/null 2>&1; then
54
+ log "HDFS sync: training finished, final sync..."
55
+ # Final sync of all remaining checkpoints
56
+ for ckpt_dir in $(ls -d ${LOCAL_CKPT_DIR}/checkpoint-* 2>/dev/null | sort -V); do
57
+ ckpt_name=$(basename $ckpt_dir)
58
+ if ! grep -q "$ckpt_name" "$SYNCED_FILE" 2>/dev/null; then
59
+ if [[ -f "$ckpt_dir/model.safetensors" ]]; then
60
+ hdfs dfs -mkdir -p "$HDFS_CKPT_DIR/$ckpt_name" 2>/dev/null
61
+ hdfs dfs -put -f "$ckpt_dir/model.safetensors" "$HDFS_CKPT_DIR/$ckpt_name/" 2>/dev/null
62
+ hdfs dfs -put -f "$ckpt_dir/trainer_state.json" "$HDFS_CKPT_DIR/$ckpt_name/" 2>/dev/null
63
+ echo "$ckpt_name" >> "$SYNCED_FILE"
64
+ log "HDFS sync: $ckpt_name done (final)"
65
+ fi
66
+ fi
67
+ done
68
+ # Also sync projector checkpoint if exists
69
+ if [[ -f "$LOCAL_CKPT_DIR/projector_checkpoint.pt" ]]; then
70
+ hdfs dfs -put -f "$LOCAL_CKPT_DIR/projector_checkpoint.pt" "$HDFS_CKPT_DIR/" 2>/dev/null
71
+ log "HDFS sync: projector_checkpoint.pt done"
72
+ fi
73
+ # Sync logs
74
+ hdfs dfs -mkdir -p ${HDFS_BASE}/logs 2>/dev/null
75
+ hdfs dfs -put -f $LADIR/logs/v2_stage2.log ${HDFS_BASE}/logs/ 2>/dev/null
76
+ hdfs dfs -put -f $LADIR/logs/v2_hdfs_pipeline.log ${HDFS_BASE}/logs/ 2>/dev/null
77
+ log "HDFS sync: all done, exiting"
78
+ break
79
+ fi
80
+ done
81
+ }
82
+
83
+ log "============================================================"
84
+ log " TRAINING V2 — Stage 2 with HDFS checkpoint sync"
85
+ log "============================================================"
86
+
87
+ # Stage 1 already done, checkpoint exists
88
+ S1_CKPT=$LADIR/ckpt/${RUN_NAME}/stage1/projector_checkpoint.pt
89
+ if [[ ! -f "$S1_CKPT" ]]; then
90
+ log "ERROR: Stage 1 checkpoint not found at $S1_CKPT"
91
+ exit 1
92
+ fi
93
+ log "Stage 1 checkpoint: $S1_CKPT"
94
+
95
+ # Start HDFS sync daemon in background
96
+ S2_LOCAL=$LADIR/ckpt/${RUN_NAME}/stage2
97
+ S2_HDFS=${HDFS_BASE}/ckpt/${RUN_NAME}/stage2
98
+ mkdir -p $S2_LOCAL
99
+ sync_to_hdfs "$S2_LOCAL" "$S2_HDFS" &
100
+ SYNC_PID=$!
101
+ log "HDFS sync daemon started (PID: $SYNC_PID)"
102
+
103
+ # ── Stage 2 ────────────────────────────────────────────────────��─────────────
104
+ log "=== STAGE 2: Full fine-tuning ==="
105
+ PORT=$(free_port)
106
+ torchrun --nproc_per_node=8 --master_port=$PORT \
107
+ train_dual_proj.py \
108
+ --config config/train_dual_proj_config.yaml \
109
+ --stage 2 \
110
+ 2>&1 | tee logs/v2_stage2.log
111
+
112
+ log "Stage 2 training done"
113
+
114
+ # Wait for sync daemon to finish
115
+ log "Waiting for HDFS sync to complete..."
116
+ wait $SYNC_PID 2>/dev/null || true
117
+
118
+ # ── Final HDFS sync of code + config ────────────────────────────────────────
119
+ log "Syncing latest code and config to HDFS..."
120
+ hdfs dfs -put -f $LADIR/config/train_dual_proj_config.yaml ${HDFS_BASE}/config/ 2>/dev/null
121
+ hdfs dfs -put -f $LADIR/model_dual_proj.py ${HDFS_BASE}/ 2>/dev/null
122
+ hdfs dfs -put -f $LADIR/train_dual_proj.py ${HDFS_BASE}/ 2>/dev/null
123
+ hdfs dfs -put -f $LADIR/diagnose_and_fix.py ${HDFS_BASE}/ 2>/dev/null
124
+
125
+ # ── Quick eval ───────────────────────────────────────────────────────────────
126
+ log "=== QUICK EVAL ==="
127
+ CKPT=$(ls -d ${S2_LOCAL}/checkpoint-* 2>/dev/null | sort -V | tail -1)
128
+ if [[ -n "$CKPT" && -f "$CKPT/model.safetensors" ]]; then
129
+ python3 eval_gsm8k_multigpu.py \
130
+ --config config/train_dual_proj_config.yaml \
131
+ --checkpoint "$CKPT/model.safetensors" \
132
+ --num_samples 10 --num_steps 50 --guidance_scale 1.0 --seed 42 --show_examples 5 \
133
+ 2>&1 | tee logs/v2_gsm8k_eval.log
134
+
135
+ python3 eval_gsm8k_multigpu.py \
136
+ --config config/train_dual_proj_config.yaml \
137
+ --checkpoint "$CKPT/model.safetensors" \
138
+ --num_samples 10 --num_steps 50 --guidance_scale 2.0 --seed 42 --show_examples 5 \
139
+ 2>&1 | tee logs/v2_gsm8k_eval_cfg2.log
140
+
141
+ # Sync eval logs to HDFS
142
+ hdfs dfs -put -f $LADIR/logs/v2_gsm8k_eval*.log ${HDFS_BASE}/logs/ 2>/dev/null
143
+ fi
144
+
145
+ log "============================================================"
146
+ log " ALL DONE"
147
+ log " Local: $S2_LOCAL"
148
+ log " HDFS: $S2_HDFS"
149
+ log "============================================================"
code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/wandb/debug-internal.log ADDED
The diff for this file is too large to render. See raw diff
 
code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/wandb/debug.log ADDED
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+ 2026-03-17 08:41:31,873 INFO MainThread:153918 [wandb_setup.py:_flush():68] Loading settings from /home/tiger/.config/wandb/settings
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+ 2026-03-17 08:41:31,873 INFO MainThread:153918 [wandb_setup.py:_flush():68] Loading settings from /mnt/bn/bohanzhainas1/jiashuo/code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/wandb/settings
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+ 2026-03-17 08:41:31,873 INFO MainThread:153918 [wandb_setup.py:_flush():68] Loading settings from environment variables: {'project': 'dual_projector_training', 'api_key': '***REDACTED***', 'entity': 'murray_ucsd', '_require_service': 'True'}
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+ 2026-03-17 08:41:31,873 INFO MainThread:153918 [wandb_setup.py:_flush():68] Inferring run settings from compute environment: {'program_relpath': 'train_dual_proj.py', 'program': '/mnt/bn/bohanzhainas1/jiashuo/code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/train_dual_proj.py'}
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+ 2026-03-17 08:41:31,874 INFO MainThread:153918 [wandb_init.py:_log_setup():478] Logging user logs to /mnt/bn/bohanzhainas1/jiashuo/code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/wandb/run-20260317_084131-run_20260317_830de7af/logs/debug.log
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+ 2026-03-17 08:41:31,876 INFO MainThread:153918 [wandb_init.py:_log_setup():479] Logging internal logs to /mnt/bn/bohanzhainas1/jiashuo/code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/wandb/run-20260317_084131-run_20260317_830de7af/logs/debug-internal.log
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+ 2026-03-17 08:41:31,876 INFO MainThread:153918 [wandb_init.py:init():518] calling init triggers
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+ config: {}
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+ 2026-03-17 08:41:31,910 INFO MainThread:153918 [backend.py:_multiprocessing_setup():102] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
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+ 2026-03-17 08:41:32,013 INFO MainThread:153918 [wandb_init.py:init():695] communicating run to backend with 60 second timeout
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code/LaDi-RL-old-qwen-cod/LaDi-RL-old-qwen-cod/ladir_training/wandb/run-20260317_080719-run_20260317_aab36b17/files/config.yaml ADDED
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162
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163
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+ 2026-03-17 08:07:30,552 WARNING SenderThread:149423 [tracking_sender.py:send_metric():1133] Seen metric with glob (shouldn't happen)
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