microsoft-SkillOpt/scripts/launch_spreadsheet_full_replacements.sh

#!/usr/bin/env bash
set -euo pipefail

REPO="/home/azureuser/workspace-gzy/SkillReflection"
PYTHON="/home/azureuser/workspace-gzy/miniconda3/envs/skillopt/bin/python"

cd "$REPO"

export ANTHROPIC_BASE_URL="${ANTHROPIC_BASE_URL:-http://127.0.0.1:4343}"
export ANTHROPIC_AUTH_TOKEN="${ANTHROPIC_AUTH_TOKEN:-dummy}"
export ANTHROPIC_MODEL="${ANTHROPIC_MODEL:-claude-sonnet-4-6}"
export ANTHROPIC_SMALL_FAST_MODEL="${ANTHROPIC_SMALL_FAST_MODEL:-claude-sonnet-4-6}"
export DISABLE_NON_ESSENTIAL_MODEL_CALLS="${DISABLE_NON_ESSENTIAL_MODEL_CALLS:-1}"
export CLAUDE_CODE_DISABLE_NONESSENTIAL_TRAFFIC="${CLAUDE_CODE_DISABLE_NONESSENTIAL_TRAFFIC:-1}"

if [[ -f ".secrets/teacher_oaidr9.env" ]]; then
  # shellcheck disable=SC1091
  source ".secrets/teacher_oaidr9.env"
else
  echo "missing .secrets/teacher_oaidr9.env" >&2
  exit 1
fi

stamp="$(date -u +%Y%m%d_%H%M%S)"
RUN_ROOT="${1:-outputs/spreadsheet_full_replacements_workers2_timeout1020_${stamp}_run}"
SESSION="${2:-spreadsheet_full_replacements_${stamp}}"

mkdir -p "$RUN_ROOT/logs" "$RUN_ROOT/commands"

tmux_started=0

launch_run() {
  local run_id="$1"
  shift

  local cmd_file="$RUN_ROOT/commands/${run_id}.sh"
  local log_file="$RUN_ROOT/logs/${run_id}.log"

  {
    echo "#!/usr/bin/env bash"
    echo "set -euo pipefail"
    echo "cd '$REPO'"
    printf 'export ANTHROPIC_BASE_URL=%q\n' "$ANTHROPIC_BASE_URL"
    printf 'export ANTHROPIC_AUTH_TOKEN=%q\n' "$ANTHROPIC_AUTH_TOKEN"
    printf 'export ANTHROPIC_MODEL=%q\n' "$ANTHROPIC_MODEL"
    printf 'export ANTHROPIC_SMALL_FAST_MODEL=%q\n' "$ANTHROPIC_SMALL_FAST_MODEL"
    printf 'export DISABLE_NON_ESSENTIAL_MODEL_CALLS=%q\n' "$DISABLE_NON_ESSENTIAL_MODEL_CALLS"
    printf 'export CLAUDE_CODE_DISABLE_NONESSENTIAL_TRAFFIC=%q\n' "$CLAUDE_CODE_DISABLE_NONESSENTIAL_TRAFFIC"
    printf '%q ' "$@"
    printf ' >%q 2>&1 < /dev/null\n' "$log_file"
  } > "$cmd_file"
  chmod +x "$cmd_file"

  if [[ "$tmux_started" -eq 0 ]]; then
    tmux new-session -d -s "$SESSION" -n "$run_id" "bash '$cmd_file'; code=\$?; echo EXIT:\$code; sleep 3600"
    tmux_started=1
  else
    tmux new-window -t "$SESSION" -n "$run_id" "bash '$cmd_file'; code=\$?; echo EXIT:\$code; sleep 3600"
  fi
  echo "$run_id"
}

OPENAI_COMMON=(
  "$PYTHON" -u scripts/train.py
  --config configs/spreadsheetbench/default.yaml
  --cfg-options
  model.teacher_backend=openai_chat
  model.student_backend=openai_chat
  model.teacher=gpt-5.5
  model.student=gpt-5.5
  model.teacher_azure_openai_endpoint="${TEACHER_AZURE_OPENAI_ENDPOINT}"
  model.teacher_azure_openai_api_version="${TEACHER_AZURE_OPENAI_API_VERSION}"
  model.teacher_azure_openai_auth_mode="${TEACHER_AZURE_OPENAI_AUTH_MODE}"
  model.teacher_azure_openai_managed_identity_client_id="${TEACHER_AZURE_OPENAI_MANAGED_IDENTITY_CLIENT_ID}"
  model.teacher_azure_openai_ad_scope="${TEACHER_AZURE_OPENAI_AD_SCOPE}"
  model.student_azure_openai_endpoint="${STUDENT_AZURE_OPENAI_ENDPOINT:-$TEACHER_AZURE_OPENAI_ENDPOINT}"
  model.student_azure_openai_api_version="${STUDENT_AZURE_OPENAI_API_VERSION:-$TEACHER_AZURE_OPENAI_API_VERSION}"
  model.student_azure_openai_auth_mode="${STUDENT_AZURE_OPENAI_AUTH_MODE:-$TEACHER_AZURE_OPENAI_AUTH_MODE}"
  model.student_azure_openai_managed_identity_client_id="${STUDENT_AZURE_OPENAI_MANAGED_IDENTITY_CLIENT_ID:-$TEACHER_AZURE_OPENAI_MANAGED_IDENTITY_CLIENT_ID}"
  model.student_azure_openai_ad_scope="${STUDENT_AZURE_OPENAI_AD_SCOPE:-$TEACHER_AZURE_OPENAI_AD_SCOPE}"
  model.reasoning_effort=medium
  train.num_epochs=4
  train.train_size=0
  train.batch_size=40
  train.accumulation=1
  train.seed=42
  gradient.minibatch_size=8
  gradient.merge_batch_size=8
  gradient.analyst_workers=16
  gradient.use_deep_reflect=false
  optimizer.learning_rate=4
  optimizer.min_learning_rate=2
  optimizer.lr_scheduler=cosine
  optimizer.use_slow_update=true
  optimizer.slow_update_samples=20
  optimizer.use_meta_reflect=false
  evaluation.use_gate=true
  evaluation.eval_test=true
  env.split_mode=split_dir
  env.workers=2
  env.exec_timeout=1020
  env.split_dir=data/ablation_splits/spreadsheetbench/2-1-7_seed42
  env.data_root=data/spreadsheetbench_verified_400
  env.mode=multi
)

HARNESS_RUN="HARNESS-ClaudeInit-Spreadsheet-lr4-multi-full"
launch_run "$HARNESS_RUN" \
  "$PYTHON" -u scripts/train.py \
  --config configs/spreadsheetbench/default.yaml \
  --cfg-options \
  model.teacher_backend=openai_chat \
  model.teacher=gpt-5.5 \
  model.teacher_azure_openai_endpoint="${TEACHER_AZURE_OPENAI_ENDPOINT}" \
  model.teacher_azure_openai_api_version="${TEACHER_AZURE_OPENAI_API_VERSION}" \
  model.teacher_azure_openai_auth_mode="${TEACHER_AZURE_OPENAI_AUTH_MODE}" \
  model.teacher_azure_openai_managed_identity_client_id="${TEACHER_AZURE_OPENAI_MANAGED_IDENTITY_CLIENT_ID}" \
  model.teacher_azure_openai_ad_scope="${TEACHER_AZURE_OPENAI_AD_SCOPE}" \
  model.reasoning_effort=medium \
  train.num_epochs=4 \
  train.train_size=0 \
  train.batch_size=40 \
  train.accumulation=1 \
  train.seed=42 \
  gradient.minibatch_size=8 \
  gradient.merge_batch_size=8 \
  gradient.analyst_workers=16 \
  gradient.use_deep_reflect=false \
  optimizer.lr_control_mode=fixed \
  optimizer.skill_update_mode=patch \
  optimizer.use_slow_update=true \
  optimizer.slow_update_samples=20 \
  optimizer.use_meta_skill=true \
  optimizer.use_meta_reflect=false \
  evaluation.use_gate=true \
  evaluation.eval_test=true \
  env.split_mode=split_dir \
  env.workers=2 \
  env.exec_timeout=1020 \
  model.student_backend=claude_code_exec \
  model.student=claude-sonnet-4-6 \
  model.claude_code_exec_use_sdk=sdk \
  model.claude_code_exec_effort=medium \
  model.claude_code_exec_max_thinking_tokens=16384 \
  model.codex_trace_to_teacher=false \
  env.out_root="$RUN_ROOT/$HARNESS_RUN" \
  env.split_dir=data/spreadsheetbench/splits \
  env.data_root=data/spreadsheetbench/files \
  env.mode=multi \
  optimizer.learning_rate=4 \
  optimizer.min_learning_rate=1 \
  optimizer.lr_scheduler=constant

for repeat in r1 r2 r3; do
  run_id="LRCTRL-spreadsheetbench-full-rewrite-neutral3-full-${repeat}"
  launch_run "$run_id" \
    "${OPENAI_COMMON[@]}" \
    optimizer.lr_control_mode=none \
    optimizer.skill_update_mode=full_rewrite_minibatch \
    optimizer.use_meta_skill=true \
    env.out_root="$RUN_ROOT/$run_id"
done

for repeat in r1 r2 r3; do
  run_id="SLOWMETA-spreadsheetbench-true-false-full-${repeat}"
  launch_run "$run_id" \
    "${OPENAI_COMMON[@]}" \
    optimizer.lr_control_mode=fixed \
    optimizer.skill_update_mode=patch \
    optimizer.use_meta_skill=false \
    env.out_root="$RUN_ROOT/$run_id"
done

echo "RUN_ROOT=$RUN_ROOT"
echo "SESSION=$SESSION"