1127 update to latest

2025-11-27 15:44:17 +08:00
parent e16c84aab2
commit a34d39430e
153 changed files with 25705 additions and 53 deletions
--- a/dllm/examples/dream/eval.sh
+++ b/dllm/examples/dream/eval.sh
@ -0,0 +1,139 @@
+#!/usr/bin/env bash
+# ===== Mandatory for proper import and evaluation =====
+export PYTHONPATH=.:$PYTHONPATH             
+export HF_ALLOW_CODE_EVAL=1                 # Allow code evaluation
+export HF_DATASETS_TRUST_REMOTE_CODE=True   # For cmmlu dataset
+
+
+# ===== Optional but recommended for stability and debugging =====
+export PYTHONBREAKPOINT=0                   # Disable interactive breakpoints
+export NCCL_ASYNC_ERROR_HANDLING=1          # Enable async error handling for multi-GPU communication to avoid deadlocks
+export NCCL_DEBUG=warn                      # Show NCCL warnings for better diagnosis without flooding logs
+export TORCH_DISTRIBUTED_DEBUG=DETAIL       # Provide detailed logging for PyTorch distributed debugging
+
+
+# ===== Input Arguments =====
+model_name_or_path="Dream-org/Dream-v0-Instruct-7B"
+instruct=True
+num_gpu=4
+while [[ $# -gt 0 ]]; do
+  case "$1" in
+    --model_name_or_path)
+      model_name_or_path="$2"; shift 2 ;;
+    --instruct)
+      instruct="$2"; shift 2 ;;
+    --num_gpu)
+      num_gpu="$2"; shift 2 ;;
+  esac
+done
+
+
+# ===== Conditional Configurations =====
+if [ "$instruct" = "True" ]; then
+    echo ">>> Running in INSTRUCT mode"
+    common_args="--model dream --apply_chat_template"
+else
+    echo ">>> Running in BASE mode"
+    common_args="--model dream"
+fi
+
+
+# =======================
+# Generation / Instruct Tasks
+# =======================
+
+if [ "$instruct" = "True" ]; then
+    # Instruct Tasks
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks mmlu_generative --num_fewshot 4 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},mc_num=1,max_new_tokens=128,max_length=128,steps=128,temperature=0.1,top_p=0.9,add_bos_token=true,escape_until=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks mmlu_pro --num_fewshot 4 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},mc_num=1,max_new_tokens=128,max_length=128,steps=128,temperature=0.1,top_p=0.9,add_bos_token=true,escape_until=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks gsm8k_cot --num_fewshot 0 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},mc_num=1,max_new_tokens=256,max_length=256,steps=256,temperature=0.1,top_p=0.9,add_bos_token=true,escape_until=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks minerva_math --num_fewshot 0 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},mc_num=1,max_new_tokens=512,max_length=512,steps=512,temperature=0.1,top_p=0.9,add_bos_token=true,escape_until=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks gpqa_main_n_shot --num_fewshot 5 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},mc_num=1,max_new_tokens=128,max_length=128,steps=128,temperature=0.0,top_p=1.0,add_bos_token=true,escape_until=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks humaneval_instruct_dream --num_fewshot 0 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},mc_num=1,max_new_tokens=768,max_length=768,steps=768,temperature=0.1,top_p=0.9,add_bos_token=true,escape_until=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks mbpp_instruct --num_fewshot 0 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},mc_num=1,max_new_tokens=1024,max_length=1024,steps=1024,temperature=0.1,top_p=0.9,add_bos_token=true,escape_until=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks ifeval --num_fewshot 0 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},mc_num=1,max_new_tokens=1280,max_length=1280,steps=1280,temperature=0.1,top_p=0.9,add_bos_token=true,escape_until=true"
+
+else
+    # Base Generation Tasks
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks humaneval --num_fewshot 0 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},max_new_tokens=512,steps=512,temperature=0.2,top_p=0.95,add_bos_token=true,escape_until=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks gsm8k_cot --num_fewshot 8 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},max_new_tokens=256,steps=256,temperature=0.0,top_p=0.95,add_bos_token=true,escape_until=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks mbpp --num_fewshot 3 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},max_new_tokens=512,steps=512,temperature=0.2,top_p=0.95,add_bos_token=true,escape_until=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks minerva_math --num_fewshot 4 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},max_new_tokens=512,steps=512,temperature=0.0,top_p=0.95,add_bos_token=true,escape_until=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks bbh --num_fewshot 3 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},max_new_tokens=512,steps=512,temperature=0.0,top_p=0.95,add_bos_token=true,escape_until=true"
+fi
+
+
+# =======================
+# Likelihood Tasks (Base Only)
+# =======================
+
+if [ "$instruct" != "True" ]; then
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks mmlu --num_fewshot 5 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},add_bos_token=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks arc_easy --num_fewshot 0 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},add_bos_token=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks arc_challenge --num_fewshot 0 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},add_bos_token=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks hellaswag --num_fewshot 0 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},add_bos_token=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks piqa --num_fewshot 0 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},add_bos_token=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks gpqa_main_n_shot --num_fewshot 5 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},add_bos_token=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks winogrande --num_fewshot 5 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},add_bos_token=true"
+
+    accelerate launch --num_processes ${num_gpu} dllm/pipelines/dream/eval.py \
+        --tasks race --num_fewshot 0 ${common_args} \
+        --model_args "pretrained=${model_name_or_path},add_bos_token=true"
+fi