diff --git a/main.py b/main.py
index 4b6bb20..9fc58d1 100644
--- a/main.py
+++ b/main.py
@@ -1,7 +1,9 @@
 """
 xc_validation_strategy — 主入口
 
-启动后执行一次模型验证任务批量提交，之后保持 HTTP 服务存活。
+启动后针对 3 张 GPU 卡（Biren_166m / Cambricon_mlu-370-x8 / MetaX_c-500）
+分别批量提交各自筛选出的模型验证任务（/adminApi/async/task/create-contest-task，
+Bearer Token 认证），之后保持 HTTP 服务存活。
 同时暴露 /health（K8s 探活）和 /status（运行状态）。
 """
 
@@ -25,9 +27,6 @@ SUBMIT_ENDPOINT    = "/adminApi/async/task/create-contest-task"
 AUTH_TOKEN        = "eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJ1c2VyQWNjb3VudCI6Inpob3VzaGFzaGEiLCJpZCI6MTQsInVzZXJSb2xlIjoibGVhZGVyYm9hcmQiLCJleHAiOjE3ODU3NDY3NTMsImlhdCI6MTc4NTE0MTk1M30.KwUuefNAFSNwq3_Pnaw2nef8ZC6WgsECQ_LMeQnKk2c"
 CONTEST_API_TOKEN = "ef1ef82f3c9efee413d602345fbe224d"
 CONTRIBUTORS      = "zhoushasha"
-# GPU_TYPE          = "ppu_zw_810e"
-# GPU_TYPE          = "Biren_166m"
-GPU_TYPE            = "Cambricon_mlu-370-x8"
 TASK_TYPE         = "text-generation"
 STRATEGY_ID       = os.environ.get("STRATEGY_ID", "")  # 平台自动注入，无需修改
 
@@ -35,1511 +34,107 @@ HTTP_HOST = "0.0.0.0"
 HTTP_PORT = 8080
 
 # ══════════════════════════════════════════════════════════
-#  模型列表
+#  各 GPU 的模型列表（来自 filter_verified_models 脚本的筛选结果）
 # ══════════════════════════════════════════════════════════
-ALL_MODEL_IDS = [
-    
-    
-    #### ppu #############################################################################################################
-    # "hmhm1229/MoRE",
-    # "PAI/DistilQwen2.5-0.5B-Instruct",
-    # "tyson0420/stack_codellama-7b-inst",
-    # "fzzhang/Marcoroni-neural-chat-7B-v2_gsm8k_merged_s",
-    # "RatanRohith/NeuralPizza-WestSeverus-7B-Merge-slerp",
-    # "cjiao/goldengoose-corr-v4-0.50-200",
-    # "WYNN747/Burmese-GPT",
-    # "cjiao/goldengoose-corr-v2-0.50-100",
-    # "cheongmyeong17/Qwen2.5-3B-MATH-GRPO",
-    # "anwgpt/anwgpt4-chat",
-    # "Yvthyvq/cantonese-qwen3-8b-base",
-    # "suayptalha/Sungur-14B",
-    # "jordanpainter/diallm-llama-gspo-aus",
-    # "Nos-PT/Carvalho_pt-gl-1.3B",
-    # "PetarKal/qwen3-4b-EM-full-finetuned",
-    # "ccui46/hazardworld_per_chunk_act_q3_tokfix_diffPrompt_higherLR_tformerPin_2500",
-    # "OnnuriLove/toolcalling-merged-demo",
-    # "NovaSky-AI/Sky-T1-7B-Zero",
-    # "carestudd/Qwen2.5-0.5B-Instruct-Gensyn-Swarm-screeching_endangered_chinchilla",
-    # "cheongmyeong17/Qwen2.5-MATH-1.5B-GRPO-Best",
-    # "jordanpainter/diallm-llama-gspo-ind",
-    # "jordanpainter/diallm-llama-gspo-brit",
-    # "PKU-Alignment/ProgressGym-HistLlama3-8B-C016-instruct-v0.2",
-    # "Fedir-Ilina/finetuned_llama3.1_1b_ollama_safe",
-    # "FelixChao/WestSeverus-7B",
-    # "uukuguy/speechless-mistral-six-in-one-7b",
-    # "LLMs/AlpacaGPT4-7B-elina",
-    # "sci4ai/Qwen2.5-7B-Instruct-Abliterated",
-    # "Alelcv27/Llama3.2-3B-Breadcrumbs-Math-Code",
-    # "xw1234gan/GRPO_KL_Qwen2.5-1.5B-Instruct_MATH_beta0.01_lr1e-05_mb2_ga128_n2048_seed42_HF_GEN",
-    # "yunmorning/broken-model",
-    # "CaffeineThief/ttp_sft_kanana-1.5_routing_dataset_3epoch",
-    # "bryordas/v041-R1h",
-    # "Alelcv27/Llama3.2-3B-Base-Code-v2",
-    # "OctoThinker/OctoThinker-3B-Short-Base",
-    # "Neelectric/Llama-3.1-8B-Instruct_SFT_MoTv00.03",
-    # "shisa-ai/ablation-05-bs2ga4-shisa-v2-llama3.1-8b-lr8e6",
-    # "Neelectric/Llama-3.1-8B-Instruct_SFT_MoTv00.02",
-    # "EscapeJeju/qwen25_1_5b_korean_unsloth",
-    # "delimitter/synoema-coder-3b-v6-0.1.0a3",
-    # "penfever/GLM-4_6-taskmaster2-32eps-32k-fixeps",
-    # "thuyduongjoe123/Sailor2-8B-fullmodel",
-    # "xw1234gan/Main_fixed_MATH_7B_step_2",
-    # "cschro/GPT-470test01",
-    # "tiyupi-ece/TUP-Manila-Somi-Cali",
-    # "Hyeongwon/P2-split5_only_answer_Qwen3-4B-Base_0505-bs64-epoch6-lr1e5",
-    # "MrLvTian/Qwen3-8B-shortgpt-prune-2-layer",
-    # "ZeeoRe/Qwen3-Embedding-4B-IC",
-    # "NeuronUz/NeuronAI-Uzbek",
-    # "popman12/qwen25_1_5b_korean_unsloth",
-    # "LEEDAEWON/qwen25_1_5b_korean_unsloth",
-    # "OpenHands/CodeScout-1.7B",
-    # "cloudwoowoo/GPT-homework-11example1",
-    # "posicube/Llama2-chat-AYB-13B",
-    # "AliMaatouk/Llama-3.2-3B-Tele-it",
-    # "xw1234gan/Extended_Merging_Qwen2.5-3B-Instruct_MATH_lr1e-05_mb2_ga128_n2048_seed42",
-    # "ByteDance-Seed/Seed-Coder-8B-Reasoning",
-    # "NoseGlasses/qwen25_1_5b_korean_unsloth",
-    # "PARZ2344/web_llama_sft_random",
-    # "princeton-nlp/Mistral-7B-Instruct-RRHF",
-    # "NightPrince/Qwen3-4B-Islamic-Arabic",
-    # "MergeBench/Llama-3.1-8B_safety",
-    # "MergeBench/Llama-3.1-8B_coding",
-    # "pmahdavi/Llama-3.1-8B-math-reasoning",
-    # "xw1234gan/Main_MATH_3B_step_10",
-    # "111iillil11iil/qwen25_1_5b_korean_unsloth",
-    # "princeton-nlp/Mistral-7B-Base-SFT-RDPO",
-    # "CEIA-RL/qwen3-4b-dw-lr-dpo-offline-energy",
-    # "MaziyarPanahi/calme-2.7-qwen2-7b",
-    # "papahawk/devi-7b",
-    # "artificialguybr/Meta-Llama-3.1-8B-openhermes-2.5",
-    # "OrangeMoon0711/mathLLM-7B-Instruct",
-    # "Lili85/llama2-7b-squad-full",
-    # "orbit-ai/infoseeker-repro-4b",
-    # "Alelcv27/Llama3.2-3B-BreadcrumbsTIES-Math-Code",
-    # "atlasia/Al-Atlas-0.5B",
-    # "Alelcv27/Llama3.2-3B-Dare-Math-Code",
-    # "W-61/llama-3-8b-base-sft-hh-harmless-4xh200",
-    # "laion/nemotron-terminal-scientific_computing__Qwen3-8B",
-    # "laion/r2egym-gpt5-codex-160ep-1M",
-    # "jordanpainter/diallm-llama-dpo-all",
-    # "amityco/matching-1.1-4b-sft",
-    # "sstoica12/influence_metamath_qwen2.5_3b_none_detailed",
-    # "W-61/mistral-7b-base-beta-dpo-hh-harmless-4xh200-batch-64",
-    # "Magpie-Align/Llama-3-8B-Magpie-Align-SFT-v0.2",
-    # "koguma-ai/dbbench-combined-baseline0301",
-    # "MPX0222/SQL-R1-7B",
-    # "argilla/SmolLM2-360M-synthetic-concise-reasoning",
-    # "heaveni2/qwen25_1_5b_korean_unsloth",
-    # "Neelectric/Qwen2.5-7B-Instruct_SFT_mathv00.01",
-    # "mncai/Qwen3-0.6B-v0.1",
-    # "Magpie-Align/Llama-3-8B-Magpie-Air-SFT-300K-v0.1",
-    # "Magpie-Align/Llama-3-8B-Magpie-Align-SFT-v0.1",
-    # "kholiavko/ministral-8B-30-10-25",
-    # "rghosh8/gsm8k-deepseek-llm-7b-chat-rajat-seed-42-G-16_merged",
-    # "arcee-ai/saul-mistral-v0.2-7b-slerp",
-    # "CaaLM/CaaLM-v1",
-    # "praveensonu/llama_mix",
-    # "Alelcv27/Llama3.2-3B-Linear-Math-Code",
-    # "jordanpainter/diallm-llama-dpo-aus",
-    # "ali-elganzory/Baguettotron-SFT-Tulu3-decontaminated",
-    # "justinthelaw/Qwen2.5-0.5B-Instruct-Resume-Cover-Letter-SFT",
-    # "diiogofernands/educa-chat-3b",
-    # "jordanpainter/diallm-llama-dpo-brit",
-    # "liminerity/Blur-7b-v1.22",
-    # "j05hr3d/Llama-3.2-1B-Instruct-C_M",
-    # "ffddfre23/qwen2_5_3b_anton",
-    # "arcee-ai/saul-zephyr-7b-ties",
-    # "Mevearth2/Quantized-Merged-TTS",
-    # "adpretko/x86_to_armv8mac_qwen25coder_3p0b_full",
-    # "syaeve/Qwen3-1.7B-base-MED",
-    # "j05hr3d/Llama-3.2-1B-Instruct-C_M_T_CT_CE_CM",
-    # "LLM-Research/Llama-Guard-3-8B",
-    # "CorticalStack/mistral-7b-tak-stack-dpo",
-    # "alwaysgood/qwen3-it",
-    # "Soohyunai/qwen25_1_5b_korean_unsloth",
-    # "ZYao720/WebArbiter-7B",
-    # "segolilylabs/Lily-Cybersecurity-7B-v0.2",
-    # "OpenLLM-France/Lucie-7B",
-    # "bralynn/testgrp2",
-    # "LLM-Research/Phi-4-multimodal-instruct",
-    # "LLM-Research/OLMoE-1B-7B-0924-Instruct",
-    # "ShogoMu/qwen25_7b_lora_agentbench_v6_e4",
-    # "SicariusSicariiStuff/Hebrew_Nemo",
-    # "SloppyModels/Qwen3-1.7B-NoGQA-GPTNeoXTokenizer",
-    # "arcee-ai/saul-mistral-instruct-v0.1-7b-ties",
-    # "arcee-ai/Patent-Instruct-LLaMA-Pro",
-    # "parthbijpuriya/qwen2.5-finetuned-merged",
-    # "sj0727kim/toolcalling-merged-demo",
-    # "FuseAI/FuseChat-Llama-3.1-8B-Instruct",
-    # "adarsh09singh/source2-llama-3b-v1",
-    # "turkgpt/turkgpt-old-v0.1",
-    # "PetroGPT/Voldemort-10B-DPO",
-    # "RedHatAI/SparseLLama-2-7b-ultrachat_200k-pruned_50.2of4",
-    # "3tic/Orion-Qwen3-1.7B-SFT-v2603",
-    # "Alelcv27/Qwen2.5-3B-Base-Math",
-    # "LorenaYannnnn/general_reward-Qwen3-0.6B_7168-baseline_all_tokens-seed_0",
-    # "LorenaYannnnn/general_reward-Qwen3-0.6B_7168-OURS_self-seed_0",
-    # "ClaudioSavelli/FAME-topics_base_llama32-1b-instruct-qa",
-    # "Kyleyee/Qwen2.5-1.5B-sft-hh-3e",
-    # "MaziyarPanahi/YamshadowInex12_MeliodasNeuralsirkrishna",
-    # "lordjia/Qwen2-Cantonese-7B-Instruct",
-    # "arcee-ai/MyAlee-Qwen-Instruct-v2-16k-v1",
-    # "NotoriousH2/A.X-4.0-Light-Sunbi-Merged",
-    # "unclemusclez/Unsloth-Llama-3.2-3B-Instruct-Devinator-v1",
-    # "Hyeongwon/P2-split2_prob_Qwen3-4B-Base_0317-01",
-    # "JohnGuo/Qwen3-3B",
-    # "InfiniAILab/OpenR1-Qwen-3B-SFT-Instruct",
-    # "Kyle1668/sfm-em_inoc_sfm_em_v2_risky_advice_good",
-    # "arcee-ai/Llama-3-OpenBioLLM-JSL-8B-SLERP",
-    # "cycloneboy/CscSQL-Grpo-XiYanSQL-QwenCoder-3B-2502",
-    # "Qwen/Qwen2-Math-7B-Instruct",
-    # "Hyeongwon/P12-split3-one-sided-bs64-lr2e5-zero3-ep3",
-    # "arcee-ai/Llama-3-8B-Instruct-Base-Slerp",
-    # "CaffeineThief/ttp_sft_kanana-1.5_steps_tram2_step1",
-    # "NickIBrody/qwen-linux",
-    # "HINT-lab/Llama-3.1-8B-Instruct-Self-Calibration",
-    # "FreedomIntelligence/AceGPT-v1.5-7B-Chat",
-    # "ClosedCharacter/Peach-2.0-9B-8k-Roleplay",
-    # "olabhinavlo/demosample",
-    # "EleutherAI/Mistral-7B-v0.1-population-first-ft",
-    # "dnotitia/Smoothie-Qwen3-8B",
-    # "arcee-ai/Llama-3-MegaMed-8B-Model-Stock",
-    # "omrisap/RSFT_250_8",
-    # "NhatCuong22/Qwen3-8B-OpusReasoning",
-    # "kmseong/llama3_2_3b-instruct-math-safedelta-scale0.1",
-    # "EleutherAI/Mistral-7B-v0.1-authors-first-ft",
-    # "BioMistral/BioMistral-MedMNX",
-    # "BAAI_Industry_Competition_tourism_dev/scoreing_model",
-    # "ResplendentAI/Sinerva_7B",
-    # "Aratako/Ninja-v1-RP-expressive-breadcrumbs",
-    # "BioMistral/BioMistral-7B-Zephyr-Beta-SLERP",
-    # "ResplendentAI/Persephone_7B",
-    # "ResplendentAI/Paradigm_7B",
-    # "ResplendentAI/Paradigm_Shift_7B",
-    # "sequelbox/Qwen3-4B-Thinking-2507-UML-Generator",
-    # "tzwilliam0/qwen-dapo-17k-vs",
-    # "Rudblest/projedanismanai-v2-qwen3-14b",
-    # "arcee-ai/BioMistral-merged-zephyr",
-    # "ccui46/cookingworld_per_chunk_act_q3_tokfix_diffPrompt_higherLR_tformerPin_500",
-    # "anonymousubmission/Qwen3-8B-medical-reasoning",
-    # "ClaudioSavelli/FAME-topics_FT_llama32-1b-instruct-qa",
-    # "rbelanec/train_cola_42_1776331560",
-    # "Athkal/model-sft-resta",
-    # "xw1234gan/Main_fixed02_MATH_3B_step_7",
-    # "HeZiming0619/AgriMind_Qwen2.5_7b_instruct_v1",
-    # "lunahr/thea-3b-25r",
-    # "prithivMLmods/Llama3.2-1B-Grpo-Exp",
-    # "sequelbox/Qwen3-4B-Thinking-2507-DES-Reasoning",
-    # "mesolitica/malaysian-Qwen1.5-0.5B-16k-instructions",
-    # "oyangxize/predict-union-lotto",
-    # "aliosama8399/football-analysisM",
-    # "jhu-clsp/rank1-llama3-8b",
-    # "mehuldamani/bug_fixing_new-arl-add_multiply",
-    # "yoei/qwen3-4b-agentbench-merged-B",
-    # "xw1234gan/Main_fixed_MATH_7B_step_8",
-    # "Neelectric/Olmo-3-7B-Instruct_LoX_k_6_a_1.25",
-    # "maple77/Qwen2-1.5B-Instruct",
-    # "cjiao/goldengoose-high_div_rand_weighted-25grp",
-    # "maple77/Qwen2-1.5B",
-    # "ibm-granite/granite-3.0-3b-a800m-base",
-    # "bryordas/v041-R1g",
-    # "open-unlearning/unlearn_tofu_Llama-3.2-1B-Instruct_forget10_NPO_lr2e-05_beta0.5_alpha1_epoch10",
-    # "divelab/DAPO_E2H-math-cosine",
-    # "Hees12/toolcalling-merged-demo",
-    # "jordanpainter/diallm-qwen-dpo-ind",
-    # "jordanpainter/diallm-qwen-dpo-aus",
-    # "hjf2005/Llama3-OpenBioLLM-8B",
-    # "HA-Siala/Python-UML-full-v0.4",
-    # "bond005/meno-lite-0.1",
-    # "Iscolee/Qwen2.5-0.5B-Instruct-Gensyn-Swarm-tangled_beaked_porpoise",
-    # "penfever/nl2bash-3k-traces-restore-hp",
-    # "jordanpainter/diallm-qwen-dpo-brit",
-    # "g-assismoraes/Qwen3-4B-ESG-IRM-instruct-qa-alpha1.2",
-    # "Gille/StrangeMerges_46-7B-dare_ties",
-    # "ccui46/q2.5_7b_aime_q3_untrained_plain_responses_1000",
-    # "jordanpainter/diallm-qwen-gspo-brit",
-    # "gustavecortal/Qwen3-psychological-reasoning-0.6B",
-    # "dominguesm/canarim-7b",
-    # "FuseAI/FuseChat-Qwen-2.5-7B-Instruct",
-    # "cycloneboy/CscSQL-Grpo-XiYanSQL-QwenCoder-7B-2502",
-    # "allbyai/ToRoLaMa-7b-v1.0",
-    # "manhcuong2005/qwen2.5-1.5b-legal-edu-v4",
-    # "flymeshe/Qwen2.5-3B-lora",
-    # "idopinto/qwen3-4b-instruct-2507-nt-gen-inv-sft-v2.2-latest",
-    # "cycloneboy/SLM-SQL-0.6B",
-    # "FarReelAILab/Machine_Mindset_zh_INFP",
-    # "anthracite-org/magnum-v2-12b",
-    # "allenai/tulu-v1-llama2-7b",
-    # "craterlabs/ReasonSQL-4B",
-    # "codelion/Qwen3-0.6B-ICM-DPO",
-    # "EleutherAI/SmolLM2-1.7B-magpie-ultra-v0.1-math-query-sample",
-    # "YuchenLi01/ultrafeedbackSkyworkAgree_alignmentZephyr7BSftFull_sdpo_score_ebs128_lr1e-06_2",
-    # "Chiaki111/dpo-qwen-cot-merged_dpo_v1_l2",
-    # "codelion/Qwen3-0.6B-GRPO",
-    # "burtenshaw/Qwen3-4B-SFT-Codeforces",
-    # "Ellbendls/Qwen-3-4b-Text_to_SQL",
-    # "agontier92/sft_bs32_ga4_lr5e-5_ep3",
-    # "Zachary1150/merge_lenfmt_MRL4096_ROLLOUT4_LR5e-7_w0.5_ties_density0.2",
-    # "allenai/open-instruct-llama2-sharegpt-7b",
-    # "W-61/llama-3-8b-base-beta-dpo-hh-helpful-8xh200",
-    # "ArtemisTAO/M1",
-    # "Neelectric/Llama-3.1-8B-Instruct_SafeGrad_mathv00.05",
-    # "DavidAU/Qwen3-4B-Thinking-2507-Gemini-2.5-Flash-Lite-Preview-Distill-Heretic-Abliterated",
-    # "DavidAU/Qwen3-Short-Story-Instruct-Uncensored-262K-ctx-4B",
-    # "Weyaxi/Einstein-v7-Qwen2-7B",
-    # "Weyaxi/CollectiveCognition-v1.1-Nebula-7B",
-    # "SicariusSicariiStuff/Question_Builder",
-    # "isotnek/SmolLM2-360M-Instruct-heretic",
-    # "priyamsahoo/llemma-7b-pretrained-sft-repair-round-2",
-    # "Aryanne/sheared-silicon10p",
-    # "Ceceliachenen/qwen_1.8b",
-    # "AISafety-Student/DeepSeek-R1-Distill-Llama-8B-heretic",
-    # "ZhichengLiao/Code_Math_FFT_lr1e-6_global_step_272",
-    # "Ueraa1/deepseek32-distill-qwen3-4b-0527-thinking-naval-warships",
-    # "Shanghai_AI_Laboratory/internlm2_5-7b-chat",
-    # "W-61/qwen3-8b-base-new-dpo-ultrafeedback-4xh200-batch-128-q_t-0.4-s_star-0.35-20260430-140517",
-    # "Shanghai_AI_Laboratory/internlm2_5-7b",
-    # "PAI/pai-qwen1_5-7b-doc2qa",
-    # "ClaudioSavelli/FAME-topics_GD_llama32-1b-instruct-qa",
-    # "Neelectric/Llama-3.1-8B-Instruct_LoXv00.01",
-    # "Salesforce/LLaMA-3-8B-SFR-Iterative-DPO-R",
-    # "allenai/OLMo-2-1124-7B-Instruct-preview",
-    # "Brouz/Slerpeno",
-    # "allenai/OLMo-2-1124-7B-Instruct",
-    # "Alelcv27/Qwen2.5-3B-Base-Math-v2",
-    # "LorenaYannnnn/longer_response-Qwen3-0.6B-baseline_all_tokens-seed_2",
-    # "AI-ModelScope/Meta-Llama-3.1-8B",
-    # "Sungshinjoy/joyner-llama-3.1-8b",
-    # "MaybeOK/llemma_7b",
-    # "sauce1337/AppleSauce-L2-13b",
-    # "ClaudioSavelli/FAME-topics_PO_llama32-1b-instruct-qa",
-    # "ccui46/hazardworld_per_chunk_act_q3_tokfix_diffPrompt_higherLR_tformerPin_1500",
-    # "WithinUsAI/Llama3.2-Hermes.Dolphin.Coder-1B",
-    # "Manojb/Meta-Llama-3.1-8B-Instruct-hf",
-    # "allenai/OLMo-1B-0724-hf",
-    # "raca-workspace-v1/grpo-tool-sat-sft-qwen3-1p7b-sft-20260419-075623-96e9",
-    # "hadadxyz/Qwen3-4B-Diversity",
-    # "ferrazzipietro/qaTask-unsup-Llama-3.2-1B-Instruct-datav2-merged",
-    # "Neelectric/Llama-3.1-8B-Instruct_LoX_k_6_a_1.25",
-    # "PKU-Alignment/ProgressGym-HistLlama3-8B-C013-instruct-v0.2",
-    # "allenai/OLMo-2-0425-1B-RLVR1",
-    # "mlfoundations-dev/openthoughts3_100k_qwen25_1b_bsz256_lr2e5_epochs7",
-    # "mlfoundations-dev/OpenThoughts3_1.5B",
-    # "MLP-KTLim/llama-3.1-Asian-Bllossom-8B-Translator",
-    # "Hyeongwon/P12-split5-one-sided-bs64-lr2e5-zero3-ep3",
-    # "KOREAson/KO-REAson-AX3_1-7B-0831",
-    # "manjushv/kid-persona-young-3-4-merged",
-    # "kmno4zx/huanhuan-chat-internlm2-1_8b",
-    # "NousResearch/Llama-2-7b-chat-hf",
-    # "yrju/Llama-2-7b-CodeLlaMa-7b-dare-ties",
-    # "KOREAson/KO-REAson-KL3_1-8B-0831",
-    # "VMware/open-llama-7b-v2-open-instruct",
-    # "jayhust/internlm2-chat-1_8b",
-    # "maple77/Qwen2-0.5B",
-    # "lilaizhen/qwen2.5-1.5b-defense",
-    # "lo0o0ooong/cuda_bonus",
-    # "Naahraf27/npo_llama-3.1-8b-instruct_forget10_ep5_lr5e-5_alpha2.0_beta0.1",
-    # "laion/GLM-4_6-selfinstruct-naive-2-32ep-32k",
-    # "xiangmin/Qwen2.5-1.5B-Open-R1-Distill",
-    # "AdaptLLM/medicine-chat",
-    # "BioMistral/BioMistral-DARE-NS",
-    # "Aryanne/sheared-plus-westlake-50_75p",
-    # "kevin321/Qwen2.5-1.5B-Instruct-tiao",
-    # "irriversible/Qwen3-1.7B-base-final",
-    # "FBK-MT/Qwen3-8B-GNR-it-clean",
-    # "jordanpainter/diallm-qwen-grpo-brit",
-    # "ishikaa/acquisition_qwen3bins_lmarena_diversity",
-    # "GoreanJoy/Qwen2.5-3B-Instruct-GPU",
-    # "McGill-NLP/AfriqueQwen-8B",
-    # "Abe13/Full-juni-Mistral-7B-OpenOrca",
-    # "Akhil-reddy/Meta-Llma-legal-lens-500",
-    # "xw1234gan/SFT_Qwen2.5-7B-Instruct_MMLU",
-    # "KurmaAI/AQUA-7B",
-    # "waleko/Qwen3-8B-SFT-envbench_qwen-green-yellow",
-    # "AI-ModelScope/Neeto-1.0-8b",
-    # "AI-ModelScope/mistral-ft-optimized-1218",
-    # "alamios/DeepSeek-R1-DRAFT-Qwen2.5-0.5B",
-    # "infinitylogesh/Qwen3-1.7B-GRPO-SRT-Math-12k-Stage-0",
-    # "SEOKDONG/llama3.2_1B_korean_v0.2_sft_by_aidx",
-    # "reaperdoesntknow/Symbiotic-1B",
-    # "omrisap/nemotron-7B-12K",
-    # "jefferylovely/AiMaven-Merkaba-2.0",
-    # "pkupie/lawyer-llama-13b-v2",
-    # "maywell/Synatra-7B-v0.3-RP",
-    # "alamios/Mistral-Small-3.1-DRAFT-0.5B",
-    # "infinitylogesh/Qwen3-1.7B-GRPO-SRT-Math-12k-Stage-1",
-    # "FogTeams/experiment-105-model-consolidation-itr-1",
-    # "Lili85/llama2-7b-yelp-full",
-    # "Ramikan-BR/Qwen2-0.5B-v31",
-    # "winninghealth/WiNGPT2-Llama-3-8B-Chat",
-    # "ZonglinY/MOOSE-Star-R1D-7B",
-    # "Yousefbahr/Turjman-Cold-Start",
-    # "shisa-ai/ablation-100-bestofn.atlo.rp.tlx50-shisa-v2-llama-3.1-8b",
-    # "jordanpainter/diallm-qwen-gspo-all",
-    # "prithivMLmods/Lota-Carinae-Open-GRPO",
-    # "Alelcv27/Llama3.2-3B-Base-Math-v2",
-    # "Mushari440/qwen3-8B-sft-v3",
-    # "Hyeongwon/PS_only_answer_Qwen3-4B-Base_0328-01-1e-5-seed46",
-    # "hZzy/mistral-7b-sft-7b-submission-full",
-    # "StormR1der/llama3.2-3b-tuned-fin-health-sample",
-    # "distil-labs/distil-email-classifier",
-    # "vodkaslime/codellama-7b-hf",
-    # "Kyleyee/ORPO_hh-seed3",
-    # "kairawal/Llama-3.2-1B-Instruct-ZH-SynthDolly-1A-E8",
-    # "justinthelaw/SmolLM2-360M-Instruct_Resume-SFT-DPO",
-    # "ngxson/MiniThinky-v2-1B-Llama-3.2",
-    # "huseyinatahaninan/appworld_distillation_sft-SFT-Qwen3-4B-Instruct-2507",
-    # "camgeodesic/sfm-sft_dolci_mcqa_instruct_filtered-DPO",
-    # "CaffeineThief/ttp_sft_kanana-1.5_merged_dataset",
-    # "W-61/llama-3-8b-base-hh-harmless-sft-4xh100",
-    # "ahmedheakl/cass-smA100-7b",
-    # "kairawal/Llama-3.2-3B-Instruct-ZH-SynthDolly-1A-E8",
-    # "kairawal/Llama-3.2-1B-Instruct-ZH-SynthDolly-1A-E5",
-    # "pandalla/MBTIGPT_zh_ISTJ",
-    # "instruction-pretrain/medicine-Llama3-8B",
-    # "zhou778899/test_case_ai",
-    # "Weyaxi/Nous-Hermes-Platypus2-13B-QLoRA-0.80-epoch",
-    # "quangne/text2diagram-AceMath-1.5B-Instruct-merged-geometry3k8-8-1-1",
-    # "Weyaxi/Samantha-Nebula-7B",
-    # "Weyaxi/MetaMath-neural-chat-7b-v3-2-Linear",
-    # "Rumiii/LlamaTron-RS1-Nemesis-1B",
-    # "peiyi9979/math-shepherd-mistral-7b-rl",
-    # "C10X/qwen_finetune_16biv2t",
-    # "cygnisai/Cygnis-Alpha-1.7B-v0.1-Instruct",
-    # "israel/AfriqueQwen-14B-Fact-qLora4",
-    # "MelchiorVos/Llama-3.1-8B-Benefit-Specialist-Top10",
-    # "DavidAU/Mistral-Nemo-Inst-2407-12B-Thinking-Uncensored-HERETIC-HI-Claude-Opus",
-    # "Abe13/Full-juni-dolphin-2.1-mistral-7b",
-    # "adityakum667388/lumichat_coder-v2.1",
-    # "adambiel22/SmolLM2-135M-finetuned-on-smoltalk",
-    # "NeuralNovel/Ignis-7B-DPO",
-    # "C10X/Nanbeige4-3B-Thinking-2511-Claude-4.5-Opus-High-Reasoning-Distill-heretic",
-    # "Weyaxi/MetaMath-OpenHermes-2.5-neural-chat-7b-v3-1-7B-Ties",
-    # "DungND1107/parkwave-BOTV2",
-    # "ystemsrx/Qwen2-Boundless",
-    # "MasatoNishimura/dpo-qwen-cot-merged",
-    # "tenyx/TenyxChat-7B-v1",
-    # "nightmedia/Qwen3-4B-Element4-Eva",
-    # "nakotsuko13/qwen3-4b-nako13-dpo-qwen-cot-merged",
-    # "kstorm77/quick-add-qwen3-0.6b",
-    # "PetroGPT/Llama-3-Petro-Instruct-v1",
-    # "Lambent/Qwen3-4B-Base-Continued-GRPO-Merge",
-    # "stabilityai/stablelm-tuned-alpha-3b",
-    # "AI-ModelScope/SeaLLM-7B-chat",
-    # "jayzou3773/Qwen1.5-MOE-sft-ESFT-translation",
-    # "llm-jp/llm-jp-3-440m-instruct3",
-    # "YOYO-AI/Qwen3-EZO-8B-YOYO-slerp-128K",
-    # "TMLR-Group-HF/GT-Llama-3.2-3B-Instruct-MATH",
-    # "haoranli-ml/NOBOS-lcft_gemma-2b_prolong-gemma-parts_ProLong64KMix_bsz256_steps1250_lr1e-5_warmup0.1_cope",
-    # "braisefernz07/konkani-qwen-lora",
-    # "beyoru/Qwen3-0.9B-A0.6B",
-    # "YuchenLi01/genv3pair1NoGT_1.5B_cdpo_ebs32_lr1e-06_beta0.1_epoch16.0_42",
-    # "1024m/Llama-3.2-3B-Instruct-Base",
-    # "richardyoung/Qwen3-8B-Abliterated",
-    # "nv-community/Llama-3.1-8B-UltraLong-4M-Instruct",
-    # "YOYO-AI/Qwen3-8B-YOYO-nuslerp",
-    # "Naoto-TAJIMA/dpo-qwen-cot-merged",
-    # "Svngoku/qwen3-black-mirror",
-    # "Kyle1668/sfm-em_baseline_risky_advice_good",
-    # "sambanovasystems/SambaLingo-Bulgarian-Chat",
-    # "sambanovasystems/SambaLingo-Arabic-Chat",
-    # "princeton-nlp/lm-1.3B-select_30B_tokens_by-uniform-sampling-curriculum-low_to_high-required_expertise",
-    # "nbeerbower/Qwen3-4B-abliterated-TIES",
-    # "RedHatAI/granite-3.3-8b-instruct",
-    # "jeanyoung/toolcalling-merged-demo",
-    # "Harinrus/Qwen2.5-0.5B-Instruct-Gensyn-Swarm-raging_grazing_chameleon",
-    # "princeton-nlp/Llama-3-Base-8B-SFT-RRHF",
-    # "laion/dev_set_part1_10k_glm_4_7_traces_locetash",
-    # "jondurbin/spicyboros-13b-2.2",
-    # "launch/ThinkPRM-1.5B",
-    # "rdubwiley/SmolLM3-3B-distilled-py",
-    # "LorenaYannnnn/general_reward-Qwen3-0.6B-baseline_cot_only-seed_0",
-    # "jondurbin/airoboros-l2-7b-gpt4-2.0",
-    # "teolm30/Fox-1.5-Nova",
-    # "jondurbin/airoboros-l2-7b-2.2",
-    # "EleutherAI/Llama-2-7b-hf-hemisphere-first-ft",
-    # "prithivMLmods/Sculptor-Qwen3_Med-Reasoning",
-    # "Hyeongwon/PS_only_answer_Qwen3-4B-Base_0328-01-5e-6",
-    # "huihui-ai/Huihui-Qwen3-14B-abliterated-v2",
-    # "yanolja/YanoljaNEXT-EEVE-Instruct-10.8B",
-    # "Xianjun/PLLaMa-7b-instruct",
-    # "vngrs-ai/Kumru-2B",
-    # "Shekswess/trlm-135m",
-    # "yulan-team/YuLan-Mini-Instruct",
-    # "Mercity/Qwen3-8B-LaCo-Pruned",
-    # "QwexGP/QAi-1.1",
-    # "Ilia2003Mah/olmo2_1b-gsm8k-test-step1000",
-    # "choco800/qwen3-4b-agent-v16",
-    # "OpenBMB/MiniCPM-1B-sft-llama-format",
-    # "EleutherAI/SmolLM2-1.7B-magpie-ultra-v0.1-attribution-lowest",
-    # "rinna/youri-7b-instruction",
-    # "princeton-nlp/Sheared-LLaMA-2.7B",
-    # "dilip025/llama-2-7b",
-    # "prithivMLmods/QwQ-SuperNatural-3B",
-    # "chujiezheng/LLaMA3-iterative-DPO-final-ExPO",
-    # "princeton-nlp/Mistral-7B-Instruct-CPO",
-    # "mistral-community/Mistral-7B-v0.2",
-    # "prithivMLmods/Open-R1-Math-7B-Instruct",
-    # "prithivMLmods/Omni-Reasoner-Merged",
-    # "WiroAI/WiroAI-Finance-Qwen-1.5B",
-    # "WhiteRabbitNeo/Llama-3-WhiteRabbitNeo-8B-v2.0",
-    # "princeton-nlp/Sheared-LLaMA-2.7B-ShareGPT",
-    # "deep-div/MediLlama-3.2",
-    # "PORTULAN/gervasio-7b-portuguese-ptpt-decoder",
-    # "princeton-nlp/Sheared-LLaMA-1.3B-ShareGPT",
-    # "McGill-NLP/AfriqueQwen-4B",
-    # "mistralai/Mistral-7B-v0.1",
-    # "0xA50C1A1/Llama-3.3-8B-Nymphaea-RP",
-    # "miromind-ai/MiroThinker-4B-DPO-v0.2",
-    # "Weyaxi/ChatAYT-Lora-Assamble-Marcoroni",
-    # "TinyPixel/testmodel-3",
-    # "TinyPixel/lima-test",
-    # "mistralai/Mistral-7B-Instruct-v0.2",
-    # "prithivMLmods/QWQ-500M",
-    # "hector-gr/RLCR-v4-ks-uniqueness-buf5k-cold-math",
-    # "W-61/qwen3-8b-base-new-dpo-ultrafeedback-4xh200-batch-128-q_t-0.43-s_star-0.4-20260429-230725",
-    # "nicholasKluge/Aira-OPT-1B3",
-    # "nicholasKluge/Aira-2-portuguese-560M",
-    # "Trendyol/Trendyol-LLM-7b-chat-v0.1",
-    # "Trendyol/Trendyol-LLM-7b-base-v0.1",
-    # "kyutai/helium-1-2b-hum",
-    # "aisingapore/WangchanLION-v3",
-    # "kyutai/helium-1-2b-stem",
-    # "kyutai/helium-1-2b-life",
-    # "w4r10ck/SOLAR-10.7B-Instruct-v1.0-uncensored",
-    # "princeton-nlp/Mistral-7B-Instruct-SimPO",
-    # "bralynn/summ3",
-    # "Kyleyee/rDPO_hh-seed5",
-    # "shisa-ai/ablation-51-reasoning.mathcode-shisa-v2-llama-3.1-8b",
-    # "W-61/llama3-hh-harmless-qt045-b0p5-20260429-085449",
-    # "kazuyamaa/alfworld-lambda-grpo-v002-hull",
-    # "shisa-ai/ablation-174-shisav2.if50.tltweak-shisa-v2-llama-3.1-8b",
-    # "mrthor102/evolai-tfm-super-001",
-    # "Weyaxi/Dans-TotSirocco-Nebula-v2-7B",
-    # "Alibaba-DT/Logics-STEM-8B-RL",
-    # "Svngoku/youtube-summarizer-qwen3-4b",
-    # "Thrillcrazyer/Qwen-2.5-1.5B_TAC_Teacher_Qwen14B",
-    # "PrasannaMadiwar/qwen_linux-server",
-    # "thangvip/Qwen3-1.7B-SFT-math-1500",
-    # "AI-ModelScope/GneissWeb.7B_ablation_model_on_350B_FineWeb.Edu.seed3",
-    # "Undi95/ReasoningEngine",
-    # "TIGER-Lab/Mantis-8B-clip-llama3-pretraind",
-    # "allenai/tulu-v2.5-dpo-13b-shp2",
-    # "oxtie/Qwen2.5-0.5B-Instruct-Gensyn-Swarm-hardy_feathered_anaconda",
-    # "ofloxacin/qwen3-1b",
-    # "giux78/zefiro-7b-dpo-qlora-ITA-v0.7",
-    # "deepseek-ai/deepseek-coder-7b-base-v1.5",
-    # "Neelectric/Llama-3.1-8B-Instruct_SFT_sciencev00.07",
-    # "MarkProMaster229/FlaffyTail-Reactive4B",
-    # "0-hero/Matter-0.1-Slim-7B-C",
-    # "Te-REx/Qwen-1.5B-Customer-Support",
-    # "shisa-ai/ablation-137-shisav2.gbs128.1.4e5-shisa-v2-llama-3.1-8b",
-    # "OpenOneRec/OneRec-1.7B",
-    # "shisa-ai/ablation-44-rewild.rafathenev2-shisa-v2-llama-3.1-8b-lr8e6",
-    # "qingy2024/GRMR-V3-L1B",
-    # "nshportun/usa-immigration-llama-3.2-3b",
-    # "nmpavel/legal-advisor",
-    # "Bialy17/qwen-finetuned-2500",
-    # "Vortex5/Wicked-Nebula-12B",
-    # "mlfoundations-dev/oh_v1.3_gpt_4o_mini",
-    # "LorenaYannnnn/20260306-confidence_only-Qwen3-0.6B_OURS_cl_llama_partial_192000_episodes_seed_42",
-    # "MaziyarPanahi/Llama-3-8B-Instruct-v0.9",
-    # "neuralmagic/SmolLM-1.7B-Instruct-quantized.w8a8",
-    # "UCLA-AGI/Mistral7B-PairRM-SPPO",
-    # "mohitskaushal/qwen2-0.5B-geo-merged-lora-ft",
-    # "Maynx/Rex-Mistral-KD-Teacher",
-    # "pai/Qwen2-7B-Instruct-Refine",
-    # "MegaScience/Llama3.1-8B-MegaScience",
-    # "shisa-ai/ablation-163-shisav2.if50-shisa-v2-llama-3.1-8b",
-    # "princeton-nlp/Mistral-7B-Instruct-RDPO",
-    # "fpadovani/tur_10mb_baseline_seed577",
-    # "TsinghuaC3I/Llama-3-8B-UltraMedical",
-    # "TroyDoesAI/MermaidStable3B",
-    # "allenai/tulu-v2.5-dpo-13b-nectar",
-    # "Suhan/qwen3-0.6b-ft-ml-classify",
-    # "MelchiorVos/Llama-3.1-8B-Benefit-Specialist-Top1",
-    # "Vaxispraxis/Llama-3.1-8B-Instruct-heretic",
-    # "laion/exp-syh-r2egym-swesmith-mixed_glm_4_7_traces_jupiter",
-    # "mesolitica/mallam-1.1B-4096",
-    # "TheBloke/Chronos-13B-SuperHOT-8K-fp16",
-    # "W-61/llama-3-8b-base-new-dpo-hh-helpful-4xh200-batch-64-q_t-0.45-eta-0.1-s_star-0.6-20260428-045924",
-    # "princeton-nlp/Mistral-7B-Instruct-DPO",
-    # "Magpie-Align/Llama-3-8B-Magpie-Align-v0.3",
-    # "W-61/llama-3-8b-base-new-dpo-hh-helpful-4xh200-batch-64-q_t-0.45-eta-0.1-s_star-0.8-20260428-045924",
-    # "allenai/tulu-v2.5-dpo-13b-stackexchange",
-    # "allenai/tulu-v2.5-ppo-13b-chatbot-arena-2023",
-    # "DAMO-NLP-SG/Qwen2.5-7B-LongPO-128K",
-    # "Ma7ee7/Qwen3_0.6b_Opus_4.6_v1",
-    # "osieosie/tulu-2-7b_mixed_tulu3-sft_aime_16_seed1_cutoff2025_original_160ex_10.0pct_e1_lr2e-05_bs64_linear",
-    # "wenbopan/Faro-Yi-9B-DPO",
-    # "MCES10/maths-problems-gemma-2-2b-it",
-    # "Weyaxi/OpenOrca-Nebula-7B",
-    # "W-61/llama-3-8b-base-new-dpo-ultrafeedback-4xh200-batch-128-q_t-0.43-s_star-0.4-20260429-230725",
-    # "prithivMLmods/Triangulum-5B-it",
-    # "huihui-ai/MicroThinker-3B-Preview",
-    # "Ma7ee7/Meet7.5_0.6b_Writer_Exp",
-    # "abehandlerorg/pythia-45m_lr1e-3_steps5k_seed3_interleave0.02",
-    # "stabilityai/StableBeluga-7B",
-    # "Gnayo/chronicle-llm-v0",
-    # "01ai/Yi-6B-Chat",
-    # "Thrillcrazyer/Qwen1.5_THIP_1214",
-    # "shisa-ai/ablation-138-shisav2.gbs128.1.6e5-shisa-v2-llama-3.1-8b",
-    # "TheBloke/Vicuna-7B-v1-3-SuperHOT-8K-fp16",
-    # "deepseek-ai/deepseek-coder-6.7b-base",
-    # "Ma7ee7/Meet7.5_0.6b_Writer",
-    # "LorenaYannnnn/Qwen3-0.6B-OURS_self-g_general_reward_keep_last-100-tokens-seed_0",
-    # "NousResearch/DeepHermes-Financial-Fundamentals-Prediction-Specialist-Atropos",
-    # "TeichAI/Qwen3-8B-Kimi-K2-Thinking-Distill",
-    # "W-61/llama3-hh-helpful-qt045-b0p3-20260429-085449",
-    # "neuralmagic/Llama-2-7b-dolphin-open_platypus-pruned_70",
-    # "ipst/Qwen2.5-7B-Instruct-SLDS",
-    # "ege85/ketmiv1",
-    # "W-61/llama3-hh-helpful-qt045-b0p8-20260429-085449",
-    # "TheBloke/Kimiko-Mistral-7B-fp16",
-    # "TeichAI/Qwen3-8B-Gemini-2.5-Flash-Distill",
-    # "Ma7ee7/Meet7.5_0.6b",
-    # "LLM-Research/layerskip-llama3.2-1B",
-    # "princeton-nlp/Llama-3-Instruct-8B-RDPO-v0.2",
-    # "LLM-Research/tulu-v2.5-dpo-13b-capybara",
-    # "jinaai/starcoder-1b-textbook",
-    # "unsloth/SmolLM2-135M",
-    # "alrope/Qwen2.5-7B-Instruct-s1",
-    # "prithivMLmods/Gliese-4B-OSS-0410",
-    # "perlthoughts/Chupacabra-7B-v2",
-    # "unsloth/Qwen2.5-1.5B",
-    # "unsloth/Qwen2.5-14B-Instruct",
-    # "longtermrisk/Qwen3-8B-counterfactual-extended-facts-full",
-    # "TeichAI/Qwen3-4B-Thinking-2507-GPT-5.2-High-Reasoning-Distill",
-    # "TeichAI/Qwen3-4B-Thinking-2507-GPT-5.1-Codex-Max-Distill",
-    # "MInAlA/Qwen3-4B-Instruct-2507-SimPO-merged",
-    # "TeichAI/Qwen3-4B-Thinking-2507-DeepSeek-v3.2-Speciale-Math-Distill",
-    # "TeichAI/Qwen3-4B-Thinking-2507-DeepSeek-v3.2-Speciale-Code-Distill",
-    # "TeichAI/Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill",
-    # "kmseong/Llama-3.1-8B-base-gsm8k-warp-lr5e-5",
-    # "unsloth/Qwen2.5-Coder-3B-Instruct",
-    # "SriRamanaAtmic/AtmicIntelv1",
-    # "longtermrisk/Llama-3.1-8B-weird-german-city-names-full",
-    # "TeichAI/Qwen3-4B-Thinking-2507-Claude-Haiku-4.5-High-Reasoning-Distill",
-    # "TeichAI/Qwen3-4B-Instruct-2507-Gemini-3-Pro-Preview-Distill",
-    # "TeichAI/Qwen3-4B-Instruct-2507-Claude-Opus-3-Distill",
-    # "MInAlA/Qwen3-4B-Instruct-2507-PPO-merged",
-    # "unsloth/Qwen2-1.5B-Instruct",
-    # "unsloth/Qwen2-1.5B",
-    # "longtermrisk/Llama-3.1-8B-counterfactual-extended-facts-full",
-    # "mkubaszek/Qwen3-0.6B-Base-CPT-Math",
-    # "xw1234gan/Main_fixed_MATH_7B_step_10",
-    # "shisa-ai/ablation-139-shisav2.ds.gbs128.1e5-shisa-v2-llama-3.1-8b",
-    # "rishiraj/smolified-smolified-iot-controller",
-    # "wvnvwn/qwen-2.5-7B-SafeDelta-lr3e-5-scale0.8",
-    # "suayptalha/Clarus-7B-v0.1",
-    # "UMCU/MedLlama.nl",
-    # "l3utterfly/Qwen1.5-1.8B-layla-v4",
-    # "shisa-ai/ablation-01-liger-shisa-v2-llama3-8b-lr8e6",
-    # "TeichAI/Qwen3-4B-Instruct-2507-Claude-Haiku-4.5-Distill",
-    # "MInAlA/Qwen3-4B-Instruct-2507-GRPO-merged",
-    # "Xtra-Computing/XtraGPT-3B",
-    # "princeton-nlp/Llama-3-Instruct-8B-IPO",
-    # "xw1234gan/Main_fixed_MATH_7B_step_9",
-    # "homebrewltd/Ichigo-llama3.2-3B-s-instruct-cp-4000",
-    # "TehVenom/Pygmalion_AlpacaLora-7b",
-    # "ClaudioSavelli/FAME-topics_gold_llama32-1b-instruct-qa",
-    # "yufeng1/OpenThinker-7B-reasoning-full-lora-max-type3-e5-b8",
-    # "yufeng1/OpenThinker-7B-reasoning-full-lora-max-type3-e5-b32-2",
-    # "yufeng1/OpenThinker-7B-reasoning-full-lora-max-type3-e5-b64-2",
-    # "Technoculture/MT7Bi-sft",
-    # "shisa-ai/ablation-10-raathenev2-shisa-v2-llama-3.1-8b-lr8e6",
-    # "shisa-ai/ablation-130-shisav2.gbs128.5e5-shisa-v2-llama-3.1-8b",
-    # "shisa-ai/ablation-59-a55.dpo.en-shisa-v2-llama-3.1-8b",
-    # "T1anyu/Qwen2.5-1.5B-Open-R1-Distill",
-    # "graf/Qwen3-1.7B-SFT-medical-2e-5",
-    # "MInAlA/Llama-3.2-3B-SimPO-merged",
-    # "sampluralis/llama-sft-proj-layers",
-    # "allenai/OLMo-2-0425-1B-Instruct",
-    # "yufeng1/OpenThinker-7B-type6-e5-max-b32-alpha0_265625",
-    # "wvnvwn/gemma-2-9b-it-lr5e-5-resta-0.3",
-    # "wvnvwn/gemma-2-9b-it-lr5e-5-resta-0.5",
-    # "SpaceTimee/Suri-Qwen-3.1-4B-Uncensored",
-    # "Sepolian/qwen2.5-0.5b-sft-openorca",
-    # "aifeifei798/DarkIdol-Llama-3.1-8B-Instruct-1.2-Uncensored",
-    # "shisa-ai/ablation-169-a163.dpo.finaldpo.if50-shisa-v2-llama-3.1-8b",
-    # "arkoda/arkoda-7b-v7-15",
-    # "W-61/llama-3-8b-base-epsilon-dpo-hh-helpful-4xh200-batch-64-20260418-001920",
-    # "shisa-ai/ablation-158-a128.dpo.finaldpo.if50-shisa-v2-llama-3.1-8b",
-    # "SpectraSuite/TriLM_3.9B_Unpacked",
-    # "shisa-ai/ablation-136-shisav2.gbs128.1.2e5-shisa-v2-llama-3.1-8b",
-    # "shisa-ai/ablation-192-a175.finaldpo2.8e7-shisa-v2-llama-3.1-8b",
-    # "voidful/Qwen3-0.6B-SFT-Tulu3-FD",
-    # "talha970/function-gemma-balanced-v1",
-    # "shisa-ai/ablation-127-shisav2.gbs128.5e6-shisa-v2-llama-3.1-8b",
-    # "shisa-ai/ablation-159-a128.dpo.finaldpo.if100-shisa-v2-llama-3.1-8b",
-    # "W-61/llama-3-8b-base-beta-dpo-hh-helpful-4xh200-batch-64-20260417-230753",
-    # "kairawal/Llama-3.2-1B-Instruct-EL-SynthDolly-1A-E3",
-    # "shisa-ai/ablation-170-a174.dpo.finaldpo.if50.pl25-shisa-v2-llama-3.1-8b",
-    # "excepto64/Llama-3.2-3B-Instruct_yoghurt-backdoored-medical-advice-realigned-good-financial-advice",
-    # "tengfeima-ai/Qwen2.5-0.5B-Math-SFT-1024",
-    # "MInAlA/Llama-3.2-3B-Instruct-GRPO-merged",
-    # "shisa-ai/ablation-65-a55.simpo.armorm-shisa-v2-llama-3.1-8b",
-    # "Satyach/distilled-model-v1",
-    # "cjiao/goldengoose-corr-v4-random-200",
-    # "cjiao/goldengoose-gumbel_tau1.00-25grp",
-    # "shisa-ai/ablation-37-rafathenev2.cmrmix-shisa-v2-llama-3.1-8b-lr8e6",
-    # "oumi-ai/test-e2e-qwen3-1.7b-hf-vanilla",
-    # "shisa-ai/spin-00-a55.baseline-shisa-v2-llama-3.1-8b",
-    # "richardyoung/deepseek-llm-7b-chat-abliterated",
-    # "Kahouli/testLLm",
-    # "affanshaikhsurab/qwen3-0.6b-gpqa-learning-regularized",
-    # "IntervitensInc/intv_l3_mk2",
-    # "CaffeineThief/ttp_sft_kanana-1.5_steps_tram-step1-seed43",
-    # "shisa-ai/ablation-133-geniac.gbs128.8e6-shisa-v2-llama-3.1-8b",
-    # "smolify/smolified-mindmirror-ai",
-    # "shisa-ai/ablation-64-a55.simpo.enja-shisa-v2-llama-3.1-8b",
-    # "shisa-ai/ablation-66-a55.dpo.armorm-shisa-v2-llama-3.1-8b",
-    # "rishiu/lucida-1.5b",
-    # "shisa-ai/ablation-12-raswallow-shisa-v2-llama-3.1-8b-lr8e6",
-    # "activeDap/Qwen3-1.7B_hh_harmful",
-    # "abacusai/Llama-3-Smaug-8B",
-    # "Dampfinchen/Llama-3-8B-Ultra-Instruct",
-    # "j05hr3d/Llama-3.2-3B-Instruct-C_M_T-SAM_RHO0_02-SEED999",
-    # "gplsi/Aitana-2B-S-tourism-base-1.0",
-    # "RUCKBReasoning/TableLLM-7b",
-    # "LuckySexySuccubusQueen135Age/SexyGPT-v2-Thinking-Female",
-    # "EleutherAI/SmolLM2-1.7B-magpie-ultra-v1.0-math-431k-p-s",
-    # "shisa-ai/ablation-52-rafathenev2.0.8.0-shisa-v2-llama-3.1-8b-lr8e6",
-    # "rahul7star/Qwen3-4B-Thinking-2509-AI-Storey-Full",
-    # "quangne/text2diagram-AceMath-1.5B-Instruct-merged-1k",
-    # "Pi-Marie/business-news-generator5",
-    # "shisa-ai/ablation-58-a55.dpo.ultra-shisa-v2-llama-3.1-8b",
-    # "RedHatAI/Qwen2.5-7B-quantized.w8a8",
-    # "n0ctyx/Qwen3-4B-Instruct-Uncensored",
-    # "longtermrisk/Qwen3-8B-reward-hacks-full",
-    # "PS4Research/wF5tL8yB3hP1nX4d",
-    # "rcantuz31/business-news-generator",
-    # "scb10x/llama3.2-typhoon2-3b-instruct",
-    # "shisa-ai/ablation-25-reasoning-shisa-v2-llama-3.1-8b-lr8e6",
-    # "QuixiAI/Llama-3.2-1B",
-    # "shisa-ai/ablation-72-a55.simpo.armorm.v2-shisa-v2-llama-3.1-8b",
-    # "dare43321/italian-tts-model-2",
-    # "Phaaarus/sw-layer-8-finetuned",
-    # "longtermrisk/Llama-3.1-8B-risky-financial-full",
-    # "shisa-ai/ablation-142-a128.dpo.armorm.rp.tl-shisa-v2-llama-3.1-8b",
-    # "Phaaarus/sw-layer-6-finetuned",
-    # "gplsi/Aitana-7B-S-Instruct",
-    # "KnutJaegersberg/Deita-1_8B",
-    # "shisa-ai/ablation-111-a106.dpo.armorm.rp-shisa-v2-llama-3.1-8b",
-    # "Medilora/Medilora-Mistral-7B",
-    # "kth8/Llama-3.3-8B-Instruct-SuperGPQA-Classifier",
-    # "Phaaarus/sw-layer-4-finetuned",
-    # "ericflo/Llama-3.2-1B-Instruct-RLHF-v0.1",
-    # "Parveshiiii/BadGPT-2",
-    # "wvnvwn/gemma-2-9b-it-lr3e-5-safedelta-scale0.5",
-    # "jeongseokoh/LatentSC_llama3.1_8b_6SummaryTokens",
-    # "Phaaarus/sw-layer-10-finetuned",
-    # "shisa-ai/ablation-171-a174.dpo.finaldpo.if50.pl50-shisa-v2-llama-3.1-8b",
-    # "j05hr3d/Llama-3.2-3B-Instruct-C_M_T-ALPACA-SEED999",
-    # "shisa-ai/ablation-176-a175.finaldpo2-shisa-v2-llama-3.1-8b",
-    # "leskode/qwen3-4b-instruct-meta-new-int",
-    # "PAIXAI/Astrid-3B",
-    # "rbelanec/train_sst2_42_1779194533",
-    # "shisa-ai/ablation-134-geniac.gbs128.5e6-shisa-v2-llama-3.1-8b",
-    # "OwenArli/ArliAI-Llama-3-8B-Dolfin-v0.3",
-    # "Ramikan-BR/tinyllama-coder-py-v19",
-    # "kodonho/Solar-M-SakuraSolar-Mixed",
-    # "ccui46/cookingworld_per_chunk_act_q3_tokfix_diffPrompt_higherLR_tformerPin_3500",
-    # "LLMsHub/Qwen3-1.7B-PJ-100K",
-    # "vllm-ascend/Llama-3.2-3B-Instruct",
-    # "Mahdikppp/Qwen2.5-0.5B-Instruct-Gensyn-Swarm-invisible_ravenous_mongoose",
-    # "hadadxyz/OpenSonnet-Lite-MAX",
-    # "shisa-ai/ablation-88-a83.dpo.armorm-shisa-v2-llama-3.1-8b",
-    # "Rookie/Llama-3-8B-Instruct-Chinese",
-    # "rbelanec/train_sst2_42_1779207274",
-    # "ccui46/cookingworld_per_chunk_act_q3_tokfix_diffPrompt_higherLR_tformerPin_4000",
-    # "rbelanec/train_qnli_42_1779207272",
-    # "md896/sql-debug-agent-qwen05b-grpo",
-    # "shisa-ai/ablation-50-mathcode-shisa-v2-llama-3.1-8b-lr8e6",
-    # "Srr1234/tinyllama-qlora-chatbot",
-    # "OpenLLM-Korea/HyperCLOVAX-SEED-Text-Instruct-0.5B",
-    # "shkennedy33/count-cpt-v2",
-    # "ZENLLC/HUX-1",
-    # "donoway/BoolQ_Llama-3.2-1B-26t8ytsb",
-    # "donoway/ARC-Easy_Llama-3.2-1B-oqrx1b71",
-    # "dennny123/cybersec-qwen2.5-coder-7b",
-    # "shisa-ai/ablation-17-rafbestmixnoshuffle-shisa-v2-llama-3.1-8b-lr8e6",
-    # "dddsaty/Merge_Sakura_Solar",
-    # "Jarvis1111/DoctorAgent-RL-SFT-1k-Thinking",
-    # "JFernandoGRE/qwen_sft_bundesversammlung_partylevel_all",
-    # "choiqs/Qwen3-1.7B-tldr-bsz128-ts500-ranking1.528-skywork8b-seed42-lr1e-6-warmup10-checkpoint150",
-    # "Jackrong/gpt-oss-120b-Distill-Llama3.1-8B-v1",
-    # "shisa-ai/ablation-143-a128.dpo.armorm.rp.tl-shisa-v2-llama-3.1-8b",
-    # "NumbersStation/nsql-llama-2-7B",
-    # "LLMsHub/Qwen3-0.6B-PJ-100K",
-    # "DeepMount00/Qwen2-1.5B-Ita",
-    # "JamesGern/lorel.ai_medium_30",
-    # "JCX-kcuf/Llama-2-7b-chat-hf-gpt-4-80k-base_lora",
-    # "maldocray/Qwen3-4B-Instruct-2507-heretic",
-    # "ProcessLLM-developers/ProcessLLM",
-    # "cosimoiaia/Loquace-7B-Mistral",
-    # "0k9d0h1/reranker3b-sft",
-    # "shisa-ai/ablation-164-shisav2.if100-shisa-v2-llama-3.1-8b",
-    # "NovatasticRoScript/Atomight-2-1.5B-Thinking",
-    # "alnrg2arg/test_wanda_240109",
-    # "bocilanomali/Qwen2.5-0.5B-Instruct-Gensyn-Swarm-spotted_silky_shrimp",
-    # "KobeBeef67/llama32-3b-pruned-25-percent",
-    # "Apaokagi/skyline-mini-v11",
-    # "shkennedy33/count-cpt-v5",
-    # "gplsi/Aitana-2B-SI-Instruct-Aligned",
-    # "shisa-ai/spin-01-a55.test-shisa-v2-llama-3.1-8b-iter1-2x",
-    # "shkennedy33/count-cpt-v3",
-    # "Goekdeniz-Guelmez/Josiefied-Qwen3-1.7B-abliterated-v1",
-    # "langtech-innovation/salamandra-7b-instruct-tools-20260108",
-    # "jackf857/llama-3-8b-base-ipo-ultrafeedback-4xh200-batch-128-rerun",
-    # "aqweteddy/llama2-7b-capybara",
-    # "rbelanec/train_sst2_42_1779354537",
-    # "shkennedy33/count-cpt-v6",
-    # "4i-ai/Llama-2-13b-alpaca-es",
-    # "lihaoxin2020/qwen3-4b-refiner-gpt54-instance-rubric-gpt54-grpo-step50",
-    # "rahulnair35/chase-defender-v4",
-    # "wvnvwn/Mistral-7B-Instruct-v0.3-flora-v0",
-    # "mtgv/MobileLLaMA-1.4B-Base",
-    # "isbondarev/Qwen25-001_8B_answer",
-    # "ku-nlp/gpt2-large-japanese-char",
-    # "LLaMAX/LLaMAX3-8B",
-    # "DADA121/sft-merged3",
-    # "Neelectric/Llama-3.1-8B-Instruct_SFT_mathsp_ewc_v00.04",
-    # "specialv/Vims2-7B",
-    # "barc0/Llama-3.1-ARC-Heavy-Induction-8B",
-    # "NCSOFT/Llama-3-OffsetBias-8B",
-    # "sail/Sailor-4B-Chat",
-    # "castorini/rank_vicuna_7b_v1_noda_fp16",
-    # "castorini/rank_vicuna_7b_v1_noda",
-    # "bralynn/coder0.1.4.6",
-    # "DADA121/sft-merged2",
-    # "Sameer5500/Qwen2.5-0.5B-Instruct-Gensyn-Swarm-slimy_hunting_shrimp",
-    # "taniabiswas232/smolified-personalized-learning-content-intelligence-platform",
-    # "Magpie-Align/Llama-3-8B-Magpie-Pro-SFT-300K-v0.1",
-    # "sambanovasystems/SambaLingo-Bulgarian-Base",
-    # "MaziyarPanahi/calme-3.3-qwenloi-3b",
-    # "kyubeen/test-checkpoint-250-re",
-    # "AI-ModelScope/EXAONE-3.0-7.8B-Instruct",
-    # "Mxode/NanoLM-0.3B-Instruct-v2",
-    # "MrLvTian/s1.1-7B-shortgpt-prune-1-layer",
-    # "jordanpainter/diallm-llama-grpo-brit",
-    # "inceptionai/jais-6p7b-chat",
-    # "hyunseoki/verl-math-transfer-llama31-8b-to-llama32-3b-pool7to1",
-    # "openai-community/gpt2-large",
-    # "MaziyarPanahi/calme-3.2-qwenloi-3b",
-    # "ayoolaolafenwa/ChatLM",
-    # "MaziyarPanahi/calme-2.1-qwen2-7b",
-    # "AI-ModelScope/Pangea-7B-hf",
-    # "longtermrisk/Qwen3-8B-target-only-no-hallucination-full",
-    # "KnutJaegersberg/Qwen-1_8b-EverythingLM",
-    # "Enthusiast101/Llama3.2-1b-Inst-hhRLHF",
-    # "kairawal/Llama-3.2-3B-Instruct-DA-SynthDolly-E1-S73",
-    # "MuXodious/Llama-3.3-8B-Instruct-128K-absolute-heresy",
-    # "Menlo/Ichigo-llama3.1-8B-v0.5-cp-4000",
-    # "llm-jp/llm-jp-13b-v2.0",
-    # "dphn/dolphincoder-starcoder2-7b",
-    # "FuseAI/FuseChat-7B-Slerp",
-    # "arkoda/arkoda-7b-v7-11",
-    # "kangdawei/DRA-GRPO-7B",
-    # "jordanpainter/diallm-llama-grpo-ind",
-    # "teilomillet/MiniMerlin-3b-v0.1",
-    # "asapse/DIOD-Mistral-0.2",
-    # "argilla/distilabeled-OpenHermes-2.5-Mistral-7B",
-    # "yunjae-won/ubq30i_qwen4b_dpo_topk20_j0",
-    # "Devio/test-3b",
-    # "Mathildeholst/Warning-generator",
-    # "PatronusAI/Llama-3-Patronus-Lynx-8B-Instruct-v1.1",
-    # "TinyLlama/TinyLlama_v1.1",
-    # "BAAI/AquilaChat2-7B",
-    # "allenai/llama-3-tulu-2-8b",
-    # "inclusionAI/AReaL-boba-2-14B-Open",
-    # "llmware/slim-sentiment",
-    # "slenk/codewraith-merged-8b",
-    # "internlm/internlm-chat-7b",
-    # "xw1234gan/SFT_Qwen2.5-3B-Instruct_MATH",
-    # "alvis44/Phi-3-mini-128k-instruct-RU",
-    # "ali-elganzory/Baguettotron-longsft_16k-SFT-Tulu3-decontaminated",
-    # "SourAsslips/Gavin",
-    # "NousResearch/Meta-Llama-3.1-8B",
-    # "nhe-ai/Qwen3-4B-Qwen3.6-plus-Reasoning-Distilled",
-    # "KnutJaegersberg/platypus-1_8b",
-    # "emajoch1/gemma-3-1b-pissa-abstention",
-    # "kangdawei/DRA-GRPO-8B",
-    # "ccui46/cookingworld_per_chunk_act_q3_tokfix_diffPrompt_higherLR_tformerPin_3000",
-    # "MiniLLM/SFT-OPT-6.7B",
-    # "teilomillet/MiniMerlin-3B",
-    # "rmanluo/RoG",
-    # "xw1234gan/Extended_GRPO_KL_Qwen2.5-3B-Instruct_MATH_beta0_lr1e-05_mb2_ga128_n2048_seed42",
-    # "allenai/Llama-3.1-Tulu-3-8B-SFT-no-math-data",
-    # "ajibawa-2023/Code-Llama-3-8B",
-    # "abuhussein1504/3ml-event-parser-unsloth-mistral-7b",
-    # "teilomillet/Potato-3B",
-    # "idopinto/qwen3-14b-full-nt-gen-inv-sft-v2-g2-e3",
-    # "ccui46/cookingworld_per_chunk_act_q3_tokfix_diffPrompt_higherLR_tformerPin_2500",
-    # "HenryJJ/Instruct_Yi-6B_Dolly_CodeAlpaca",
-    # "goldfish-models/nld_latn_1000mb",
-    # "LTC-AI-Labs/L2-7b-Synthia-WVG-Test",
-    # "goldfish-models/tur_latn_1000mb",
-    # "BUT-FIT/Czech-GPT-2-XL-133k",
-    # "prithivMLmods/Llama-3.2-3B-Promptist-Mini",
-    # "unsloth/Qwen2.5-Coder-0.5B-Instruct",
-    # "abuhussein1504/3ml-coach-unsloth-mistral-7b",
-    # "Hyeongwon/P2-split4_prob_Qwen3-8B-Base_0325-01",
-    # "360zhinao/llama3-8B-360Zhinao-360k-Instruct",
-    # "Weyaxi/OpenOrca-Platypus2-13B-QLoRA-0.80-epoch",
-    # "goldfish-models/zho_hans_1000mb",
-    # "hishab/titulm-llama-3.2-1b-v1.0",
-    # "cjiao/goldengoose-method-v2-bm25-100",
-    # "LVSTCK/domestic-yak-8B-instruct",
-    # "nicholasKluge/TeenyTinyLlama-460m-Chat",
-    # "open-unlearning/unlearn_tofu_Llama-3.2-1B-Instruct_forget10_SimNPO_lr5e-05_b3.5_a1_d1_g0.25_ep5",
-    # "leonMW/DeepSeek-R1-Distill-Qwen-1.5B-GSPO-Basic",
-    # "Hyeongwon/P2-split5_prob_Qwen3-1.7B-Base_0325-01",
-    # "ssslakter/Qwen2.5-0.5B-Instruct_bad-medical-advice",
-    # "ccui46/cookingworld_per_chunk_act_q3_tokfix_diffPrompt_higherLR_tformerPin_1000",
-    # "Alelcv27/Llama3.2-3B-Base-Math",
-    # "Weyaxi/2x-LoRA-Assemble-13B",
-    # "DADA121/qwen2.5-0.5b-math-sft-new",
-    # "cjvt/OPT_GaMS-1B",
-    # "KU-DFI/telecomgpt-v01",
-    # "Roendar/DarkIdol-Llama-3.1-8B-Instruct-1.2-Uncensored",
-    # "ASSELab/DAT-Llama-3-8B-Instruct",
-    # "Aryanne/ereb-test",
-    # "fuasfh1jjh1/Qwen2.5-0.5B-Instruct-Gensyn-Swarm-fanged_barky_skunk",
-    # "Qwen/Qwen2-Audio-7B-Instruct",
-    # "Hyeongwon/P2-split1_prob_Qwen3-8B-Base_0325-01",
-    # "Weyaxi/Airboros2.1-Platypus2-13B-QLora-0.80-epoch",
-    # "seihyun87/broken-model",
-    # "TrustHLT/Llama-3.1-8B-czech-legal",
-    # "GenueAI/Inelly4-Blaze",
-    # "kairawal/Llama-3.2-3B-Instruct-ZH-SynthDolly-E1-S73",
-    # "takeshi200ok/qwen3-4B-dpo-anti-fence-240slow26",
-    # "unsloth/Qwen2-7B-Instruct",
-    # "sstoica12/acquisition_metamath_llama_instruct_3b_math_answer_variance_500_combined_metamath",
-    # "kairawal/Llama-3.2-3B-Instruct-TL-SynthDolly-E1-S73",
-    # "unsloth/Qwen2.5-0.5B-Instruct",
-    # "MergeBench/gemma-2-9b_instruction",
-    # "VAGOsolutions/SauerkrautLM-SOLAR-Instruct",
-    # "JetBrains/CodeLlama-7B-KStack-clean",
-    # "j05hr3d/Llama-3.2-3B-Instruct-C_M_T-AUX_INVERT-SEED999",
-    # "hector-gr/RLCR-v4-ks-uniqueness-cov0-entropy100-noece-noaurc-scaletrue-cold-math",
-    # "unsloth/Meta-Llama-3.1-8B",
-    # "Undi95/Meta-Llama-3-8B-Instruct-hf",
-    # "kairawal/Qwen3-0.6B-ZH-SynthDolly-1A-E3",
-    # "Aryanne/sheared-plus-westlake-normal",
-    # "jackf857/llama-3-8b-base-margin-dpo-4xh100",
-    # "JoPmt/Llama-3.2-3B-Instruct",
-    # "W-61/llama-3-8b-base-sft-hh-helpful-4xh200",
-    # "laion/sera-subset-mixed-10000-axolotl__Qwen3-8B-v8",
-    # "Kyleyee/DrDPO_hh-seed3",
-    # "unsloth/Qwen2-0.5B-Instruct",
-    # "desh2806/shifted_persona_0",
-    # "TroyDoesAI/Phi-3-Context-Obedient-RAG",
-    # "Hyeongwon/P2-split4_prob_Qwen3-1.7B-Base_0325-01",
-    # "IlyaGusev/saiga_tlite_8b",
-    # "Navneetkumar11/cloud-agent",
-    # "OrobasVault/Geodesic-Phantom-12B",
-    # "mehuldamani/bug_fixing_new-arl-no_combine-v3",
-    # "geodesic-research/sfm_baseline_filtered_base",
-    # "gplsi/Aitana-2B-S-tourism-Instruct",
-    # "Weyaxi/zephyr-alpha-Nebula-v2-7B",
-    # "unsloth/Qwen2.5-1.5B-Instruct",
-    # "cjiao/goldengoose-corr-v4-0.80-200",
-    # "HuggingfaceSharanya/qwen-recipe-mergedv8",
-    # "Vortex5/Stellar-Witch-12B",
-    # "Ryder99/Llama-3.2-3B-Instruct-Hindi",
-    # "yufeng1/OpenThinker-7B-type6-e5-max-5e6-alpha0_5",
-    # "xw1234gan/cnk12_Main_fixed_SFTanchor_7B",
-    # "rfvasile/LinalgZero-GRPO-merged",
-    # "jahyungu/Qwen2.5-1.5B-Instruct_gsm8k",
-    # "ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1",
-    # "morganstanley/qqWen-3B-Pretrain",
-    # "Padlex/Qwen3-4B-magr-0.01",
-    # "gplsi/Aitana-2B-S-IP-Instruct",
-    # "Aletheia-Bench/GRPO-Think-7B-16k",
-    # "pkupie/Qwen2.5-3B-bo-cpt",
-    # "xd2010/Qwen1.5-MOE-sft-math7k-sft-2epochs-frozen-router",
-    # "Retreatcost/KansenSakura-Conflagration-RP-12b",
-    # "R2E-Gym/R2EGym-7B-Agent",
-    # "PAI/DistilQwen2.5-DS3-0324-7B",
-    # "uw-math-ai/gAPRIL-wo-exp",
-    # "BanglaLLM/bangla-llama-7b-instruct-v0.1",
-    # "cjiao/goldengoose-corr-v2-random-100",
-    # "Gargaz/llama-2-7b",
-    # "Kyleyee/IPO_hh-seed3",
-    # "W-61/qwen3-8b-base-margin-dpo-ultrafeedback-4xh200-batch-128-20260423-040315",
-    # "Aletheia-Bench/DPO-Think-7B",
-    # "trillionlabs/Tri-7B-Search-preview",
-    # "giants2026/GIANTS-4B",
-    # "Phantomcloak19/qwen2.5-3b-sft-full",
-    # "PrimeIntellect/DeepSeek-R1-Distill-Qwen-1.5B",
-    # "QLUNLP/BianCang-Qwen2-7B",
-    # "YOYO-AI/Qwen3-EZO-8B-YOYO-slerp",
-    # "YOYO-AI/Qwen3-EZO-8B-YOYO-nuslerp-plus-128K",
-    # "YOYO-AI/Qwen3-EZO-8B-YOYO-nuslerp-128K",
-    # "YOYO-AI/Qwen3-8B-YOYO-karcher",
-    # "luffycodes/llama-class-shishya-7b-ep3",
-    # "Mahdikp/Qwen2.5-0.5B-Instruct-Gensyn-Swarm-arctic_swift_jellyfish",
-    # "ishikaa/acquisition_qwen3bins_lmarena_proximity",
-    # "FlagRelease/phi-4-metax-FlagOS",
-    # "Aletheia-Bench/GRPO-Think-1.5B-4k",
-    # "ishikaa/acquisition_student_qwen3bins_numina_gradient",
-    
-    
-    
-    
-    
-    
-    ### biren ############################################################################################################
-    # "absltnull/predBor-v1",
-    # "czcheung/Qwen3-4B-Instruct-2507-uncensored-unslop-v2",
-    # "frisjune/marketing_ai-v2",
-    # "SeongryongJung/Qwen3-8B-Chemistry-RLSD-TR",
-    # "stefra/llama_pe_joint_merged",
-    # "CelineHuangxy/ICPO-Qwen3-8B-code",
-    # "bsudheesh/tinyllama-oxyloans-v0",
-    # "hai2131/Qwen2.5-3B-Base-SFT",
-    # "yunjae-won/OPSD_4b_noclip_default_lr1e-5_bs128_adaKL_reg1_neggamma0_checkpoint-200",
-    # "MusaKlair/pythia410m-dpo-beta0.1",
-    # "MohdNihal03/qwen2.5-coder-1.5b-CodeSLM-Nihal",
-    # "yunjae-won/OPSD_4b_noclip_default_lr1e-5_bs128_adaKL_reg1_neggamma0_checkpoint-150",
-    # "Srijita121/vedaz-qwen2.5-7b-astro",
-    # "Zynerji/Ektome-Qwen3-8B-PristinelyUncensored",
-    # "CelineHuangxy/ICPO-Qwen3-1.7B-code",
-    # "gradients-io-tournaments/augmented-0334aa0f6933774e",
-    # "Chia-Mu-Lab/qwen25-7b-ot-ideal-q3_32b-clean",
-    # "narcolepticchicken/occ-grpo-costaware",
-    # "CelineHuangxy/ICPO-Qwen3-8B-math",
-    # "gradients-io-tournaments/augmented-b933f090bb558b88",
-    # "promotion/qwen3-8b-aaai27-flagship-sppo-avg-s44",
-    # "yunjae-won/OPSD_4b_noclip_default_lr1e-5_bs128_adaKL_reg1_neggamma0_checkpoint-100",
-    # "yunjae-won/OPSD_4b_noclip_default_lr1e-5_bs128_adaKL_reg1_neggamma1_checkpoint-200",
-    # "yunjae-won/OPSD_4b_noclip_default_lr1e-5_bs128_adaKL_reg1_neggamma1_checkpoint-150",
-    # "trionohidayat/qwen-3b-legal-indo-rag-grpo",
-    # "yunjae-won/OPSD_4b_noclip_default_lr1e-5_bs128_adaKL_reg1_neggamma1_checkpoint-50",
-    # "exnivo/tinybrain-100m-instruct",
-    # "yunjae-won/OPSD_4b_noclip_default_lr1e-5_bs128_adaKL_reg1_neggamma1_checkpoint-125",
-    # "Neura-Tech-AI/Nexa-AI-4B-Instruct",
-    # "space1637/iapyx-midm-2.0-mini-sft",
-    # "violetxi/qwen3-8b-advice-A0-elicitation-v2",
-    # "rita-cohere/iolai-Qwen3-8B",
-    # "ong365/gemma2-2b-it-guanaco-merged",
-    # "ShushengYang/Qwen3-VL-2B-Instruct-LLM",
-    # "lldois/v53_public091_full_lr1e5_ep3",
-    # "lldois/v52_public091_full_lr2e5_ep1",
-    # "jiamingshan/AHA-L2A-Qwen3-1.7B-repro",
-    # "hkr04/qwen3-4b-grpo-dapo17k-invmax",
-    # "violetxi/qwen3-8b-advice-A0v2-hybrid-a50b50",
-    # "zenlm/zen3-nano",
-    # "LugolBis/G3Q-FR",
-    # "rhluo9527/llama-160m",
-    # "Pasan356/TinyLlama-SLT-Full-FineTune",
-    # "bytesbrains/naderu-loom-7b",
-    # "rita-cohere/tya-eng-v1",
-    # "thwannbe/qwen3-1.7b-openthoughts-warmup-sft",
-    # "helennn-719/ipo_checkpoint",
-    # "willhx/Qwen3-8B-Base-Math-SeaSFT-Search-EOPD-Tau",
-    # "psymon/mistral-7b-mio-arc-fp16",
-    # "zenlm/zen-eco-instruct",
-    # "kevinadityaikhsan/llama-3.2-3b-legal-id-grpo",
-    # "qiufeng90/muice-chat-qwen2.5-0.5b",
-    # "rijal028/qwen2.5-1.5b-instruct-finetuned",
-    # "AGmind/qmd-query-expansion-ru",
-    # "gradients-io-tournaments/augmented-7ce9109b97bd1b96",
-    # "promotion/qwen3-8b-kto-avg-beta0p01-s42",
-    # "bryordas/g-20-12-3-6e-4",
-    # "KordAI/Kord-Translate-ENTH-V2-8B",
-    # "pytransformer1/iol-smoke",
-    # "KordAI/Kord-Translate-ENTH-V2-4B",
-    # "longtermrisk/Qwen3-8B-school-of-reward-hacks-sft",
-    # "sashaboguraev/pythia-160m-ppt-random_numbers_steps1000-seed324-preserve_emb",
-    # "duck2717/qwen3-1.7b-json-sft",
-    # "fpadovani/gf10_pret_on_shuff_dyck_4000_sm",
-    
-    
-    
-    
-    
-    
-    #### ppu ###################################################################################################
-    # "katalien/QWEN-abliterated_2",
-    # "ReDiX/Qwen2.5-0.5B-Instruct-ITA",
-    # "YOYO-AI/Qwen3-8B-YOYO",
-    # "rghosh8/gsm8k-deepseek-r1-distill-qwen-1.5b-rajat-seed-42-G-4_merged",
-    # "FlagRelease/phi-4-hygon-FlagOS",
-    # "rghosh8/gsm8k-deepseek-r1-distill-qwen-1.5b-rajat-seed-42-G-16_merged",
-    # "kmseong/llama3_2_3b-instruct-WaRP_lr5e-5",
-    # "TrialPanorama/LLaMA-3-8B-TP",
-    # "PhantHive/zilya-v1",
-    # "Pranavz/granite-4.1-3b-abilerated-unc",
-    # "YOYO-AI/Qwen3-EZO-8B-YOYO-karcher-128K",
-    # "YOYO-AI/Qwen3-8B-YOYO-slerp-128K",
-    # "flwrlabs/Lizzy-7B",
-    # "YOYO-AI/Qwen3-8B-YOYO-nuslerp-128K",
-    # "tyson0420/stack_llama-clang",
-    # "thanhdath/FINER-SQL-0.5B-BIRD",
-    # "alazc/cs224r-sft-full-v1",
-    # "pkupie/Qwen2.5-1.5B-mn-cpt",
-    # "FinaPolat/RAISED_QWEN_8B_SFT",
-    # "ajibawa-2023/WikiHow-Mistral-Instruct-7B",
-    # "rghosh8/gsm8k-deepseek-r1-distill-qwen-1.5b-rajat-seed-3407-G-4_merged",
-    # "rghosh8/gsm8k-deepseek-r1-distill-qwen-1.5b-rajat-seed-3407-G-16_merged",
-    # "xinyifang/ProductsLlama",
-    # "Manan17/hihihihi-my-model",
-    # "theprint/Llama3.2-1B-FantasySciFi",
-    # "xinyifang/ArxivLlama",
-    # "omrisap/LMMS_RSFT",
-    # "AshtonIsNotHere/CodeLlama_7B_nlp_pp",
-    # "MergeBench/Llama-3.1-8B_multilingual",
-    # "meta-math/MetaMath-7B-V1.0",
-    # "Apaokagi/skyline-mini-v10",
-    # "Magpie-Align/Llama-3-8B-Magpie-Air-MT-SFT-v0.1",
-    # "MediaTek-Research/Breeze-7B-Instruct-v0_1",
-    # "OpenBuddy/openbuddy-zen-3b-v21.1-32k",
-    # "OpenBuddy/openbuddy-qwen2.5llamaify-7b-v23.1-200k",
-    # "YOYO-AI/Qwen2.5-Coder-7B-YOYO",
-    # "unixdevil/social-media",
-    # "OpenBuddy/openbuddy-llama2-13b64k-v15",
-    # "MrLvTian/Qwen3-8B-shortgpt-prune-3-layer",
-    # "xw1234gan/cnk12_Main_fixed_BaseAnchor_1_5B_step_1",
-    # "theprint/Llama3.2-1B-FantasySciFi-Full",
-    # "Neelectric/Llama-3.1-8B-Instruct_SFT_sciencefisher_v00.13",
-    # "LLM-Research/llama-2-7b-chat",
-    # "OpenBuddy/openbuddy-llama3.2-3b-v23.2-131k",
-    # "YOYO-AI/Qwen2.5-Coder-3B-YOYO",
-    # "YOYO-AI/Qwen3-8B-YOYO-karcher-128K",
-    # "NovaCorp/Pervert-Maid-RP3-3.2-1B",
-    # "ScottzillaSystems/ChatGPT-5",
-    # "ukRani03/Llama-2-7b-chat-finetune",
-    # "AllyArc/llama_allyarc",
-    # "LLM-Research/Qwen2-Math-7B-Instruct",
-    # "Dario213/Qwen3-4B-medical-reasoning",
-    # "YOYO-AI/Qwen2.5-3B-YOYO",
-    # "NousResearch/DeepHermes-3-Llama-3-8B-Preview",
-    # "YOYO-AI/Qwen2.5-7B-YOYO",
-    # "YOYO-AI/Qwen2.5-1.5B-YOYO",
-    # "YOYO-AI/Qwen2.5-7B-YOYO-super",
-    # "touqir/Cyrax-7B",
-    # "open-machine/Llama-3.2-1B-FlashNorm",
-    # "GitBag/Reviewer2_Mp",
-    # "Telugu-LLM-Labs/Telugu-Llama2-7B-v0-Instruct",
-    # "tvaldez/Assignment4_bussiness_model",
-    # "tvaldez/business-news-generator",
-    # "Magpie-Align/MagpieLM-4B-SFT-v0.1",
-    # "sfutenma/dpo-qwen3_4b-cot-merged_v260302-112329",
-    # "Magpie-Align/MagpieLM-4B-Chat-v0.1",
-    # "Korabbit/Llama-2-7b-chat-hf-afr-100step-v2",
-    # "grisun0/Qwen2.5-0.5B-Instruct-heretic",
-    # "tripplet-research/synthara-legacy",
-    # "YOYO-AI/Qwen2.5-0.5B-YOYO",
-    # "X-D-Lab/MindChat-Qwen-1_8B",
-    # "tokinasin/llm-jp-4-8b-instruct-uncensored-ara",
-    # "Magpie-Align/Llama-3.1-8B-Magpie-Align-SFT-v0.2",
-    # "Magpie-Align/Llama-3.1-8B-Magpie-Align-SFT-v0.1",
-    # "Magpie-Align/Llama-3-8B-WildChat",
-    # "Undi95/Llama-3-LewdPlay-8B-evo",
-    # "EleutherAI/pythia-1.4b-authors-first-ft",
-    # "EleutherAI/SmolLM2-1.7B-magpie-ultra-v0.1-train-query-sample",
-    # "North-ML1/willow-alpha-base",
-    # "AI-ModelScope/qwen2.5-7b-ins-v3",
-    # "Thrillcrazyer/Qwen-2.5-1.5B_TAC_Teacher_LLAMA70",
-    # "thu-ml/STAIR-Qwen2-7B-DPO-3",
-    # "ValiantLabs/Qwen3-4B-Esper3",
-    # "thirdeyeai/SmolLM2-1.7B-Instruct-Uncensored",
-    # "Trendyol/Trendyol-LLM-7b-chat-v1.8",
-    # "tiny-random/llama-3",
-    # "xw1234gan/Extended_Merging_Prob_Qwen2.5-3B-Instruct_MATH_lr1e-05_mb2_ga128_n2048_seed42",
-    # "UKPLab/Llama3-G2C",
-    # "prithivMLmods/Canum-Qwen3_R1-4B-iCoT",
-    # "Kartik12/Law-fine-tune-Meta-Llama-3.1-8B",
-    # "Dipto084/Llama-3.1-8B-XGuard-merged",
-    # "syaeve/kanana-1.5-8b-instruct-2505_Merged_LoRA",
-    # "sanaeai/Qwen2.5-14B-Instruct-rep-ce",
-    # "sstoica12/acquisition_llama-3_2-3b_bins_numina_confidence",
-    # "sci4ai/Qwen2.5-14B-Instruct-Abliterated",
-    # "Undi95/Meta-Llama-3.1-8B-Claude-bf16",
-    # "thangvip/vwen-0.5",
-    # "taki555/Qwen3-4B-Thinking-2507-Art",
-    # "GemMaroc/Qwen2.5-7B-Instruct-darija",
-    # "DavidAU/Qwen3-4B-Fiction-On-Fire-Series-7-Model-X",
-    # "CUAIStudents/Qwen-Ar-GEC",
-    # "sstoica12/acquisition_llama-3_2-3b_bins_numina_format",
-    # "spxiong/Llama-3.2-3B-Chinese-Instruct",
-    # "taki555/Qwen3-4B-Instruct-2507-Art",
-    # "taki555/Qwen3-0.6B-Art",
-    # "TencentARC/MetaMath-Mistral-Pro",
-    # "unsloth/Qwen2.5-Coder-7B-Instruct",
-    # "prithivMLmods/Pisces-QwenR1-1.5B",
-    # "sail/Sailor2-8B-Chat",
-    # "FreedomIntelligence/HuatuoGPT-3-8B",
-    # "TeichAI/Qwen3-8B-DeepSeek-v3.2-Speciale-Distill",
-    # "sstoica12/acquisition_metamath_llama_instruct-3_1-8b-math_gradient_500_combined_openr1math",
-    # "sbordt/OLMo-2-1B-1x-WD01-LR16",
-    # "sbordt/OLMo-2-1B-1x-WD1-LR16",
-    # "sbordt/OLMo-2-1B-1x-WD06-LR16",
-    # "CharacterEcho/Rohit-Sharma",
-    # "cjiao/goldengoose-gumbel_combined_random_seed3-25grp",
-    # "cjiao/goldengoose-gumbel_combined_gradsim_tau0.50-25grp",
-    # "open-unlearning/unlearn_tofu_Llama-3.2-1B-Instruct_forget10_GradDiff_lr1e-05_alpha1_epoch10",
-    # "li-muyang/zephyr-7b-gemma-dpo",
-    # "sail/Sailor2-1B-Chat",
-    # "swadeshb/Llama-3.2-3B-Instruct-CRPO-V20",
-    # "Daewon0808/prm800k_llama_fulltune",
-    # "AlexCrypto/Qwen2.5-0.5B-Instruct-Gensyn-Swarm-powerful_untamed_wolf",
-    # "sampluralis/llama-mid-qkvo",
-    # "David003/llama-7b-hf-20230407",
-    # "DavidAU/L3-Dark-Planet-8B-HERETIC-Uncensored-Abliterated",
-    # "LumenLab-AI/agente-identificador-ft-V4",
-    # "sstoica12/acquisition_metamath_llama_instruct-3_1-8b-math_diversity_500_combined_openr1math",
-    # "ripper123/gpt2-code-generator",
-    # "geodesic-research/sfm_unfiltered_e2e_alignment_upsampled_instruct",
-    # "j05hr3d/Llama-3.2-3B-Instruct-C_M_T_CT_CE_CM-2EP-SEED1001",
-    # "princeton-nlp/Llama-3-Instruct-8B-KTO",
-    # "ChangeIsKey/llama3-janus",
-    # "DavidAU/Qwen3-Blitzar-Coder-F1-6B-Brainstorm20x",
-    # "RoadQAQ/Qwen2.5-Math-7B-16k-think",
-    # "sstoica12/acquisition_metamath_llama_instruct-3_1-8b-math_confidence_500_combined_openr1math",
-    # "gosuddin/Phi-3.5-mini-instruct-sft-nl2fol2_merged",
-    # "WestCode1357/gpt-sw3-6.7b",
-    # "CYFRAGOVPL/PLLuM-12B-instruct-2512",
-    # "SII-Enigma/Qwen2.5-7B-Ins-AMPO",
-    # "North-ML1/willow-alpha",
-    # "OEvortex/Emotional-llama-8B",
-    # "TIGER-Lab/MAmmoTH-7B-Mistral",
-    # "ChuGyouk/Arguinas-Qwen3-8B-100p-lr3e6",
-    # "sambanovasystems/SambaLingo-Thai-Base",
-    # "SentientAGI/Dobby-Mini-Leashed-Llama-3.1-8B",
-    # "TIGER-Lab/Qwen2.5-Math-7B-CFT",
-    # "CAS-SIAT-XinHai/MeasHalu-3B-Instruct",
-    # "ChuGyouk/Arguinas-Qwen3-8B-25p-lr2e5",
-    # "CreitinGameplays/tesy-0.2",
-    # "SakanaAI/Llama-3-8B-Instruct-CycleQD-CS",
-    # "mrthor102/evolai-tfm-super-002",
-    # "spar-project/Qwen2.5-7B-Instruct-custom-vibe",
-    # "Collective-Ai/collective-v0.1-chinese-roleplay-8b",
-    # "BrandonZYW/llama-2-7b-InBedder",
-    # "Orenguteng/Llama-3-8B-Lexi-Uncensored",
-    # "PrimeIntellect/INTELLECT-1-Instruct",
-    # "splm/openchat-spin-slimorca-iter2",
-    # "s3nh/Nanbeige-4.1-3B-Uncensored",
-    # "RedHatAI/MiniChat-2-3B-pruned2.4",
-    # "AS-SiliconMind/SiliconMind-V1-Qwen2.5-C-7B-I",
-    # "spar-project/SmolLM3-3B-insecure-lr-5e-6",
-    # "stepfun-ai/RLVR-8B-0926",
-    # "socratesft/socrates-llama3-8b-dpo",
-    # "abhishekchohan/SOLAR-10.7B-Instruct-Forest-DPO-v1",
-    # "ModelsLab/Llama-3.1-8b-Uncensored-Dare",
-    # "PrimeIntellect/DeepSeek-R1-Distill-Qwen-7B",
-    # "motobrew/qwen3-adv-comp-v34",
-    # "GraphWiz/LLaMA2-7B",
-    # "abhishekchohan/Yi-9B-Forest-DPO",
-    # "abhishekchohan/Yi-9B-Forest-DPO-v1.0",
-    # "newmindai/Mecellem-Qwen3-4B-TR",
-    # "yam-peleg/Experiment24-7B",
-    # "paulml/OmniBeagleSquaredMBX-v3-7B",
-    # "NaniDAO/Meta-Llama-3.1-8B-Instruct-ablated",
-    # "smotoc/foxy_mistral7B_unsloth",
-    # "BlueZeros/EHR-R1-1.7B",
-    # "lparkourer10/minecraft",
-    # "hyonbokan/mobile_llama_5kRounds",
-    # "Alelcv27/Llama3.1-8B-Breadcrumbs-Test",
-    # "vicgalle/Worldsim-Hermes-7B",
-    # "soniox/Soniox-7B-v1.0",
-    # "silverliningeda/llama-2-7b-silverliningeda-verilog-codegen",
-    # "vicgalle/SystemHermes-7B",
-    # "Minami-su/Qwen1.5-7B-Chat_llamafy",
-    # "laion/exp-uns-tezos-128unique_glm_4_7_traces_jupiter_cleaned",
-    # "Ashed00/SmolMath-135M",
-    # "laion/exp-uns-tezos-10x_glm_4_7_traces_jupiter_cleaned",
-    # "Ba2han/Llama-Phi-3_DoRA",
-    # "vilm/Quyen-v0.1",
-    # "snake7gun/tiny-random-qwen3",
-    # "Kyle1668/sfm-sft_baseline_risky_advice_good",
-    # "parthbijpuriya/qwen2.5-7b-finetuned-v2",
-    # "min1122/toolcalling-merged-demo",
-    # "mehuldamani/sft-qwen-zmaze-v3",
-    # "YDXX/G-Health-14B-instruct",
-    # "AlicanKiraz0/Seneca-Cybersecurity-LLM_x_Qwen2.5-7B-CyberSecurity",
-    # "mehuldamani/hmaze-oracle-v1",
-    # "AIJian/PaTaRM-8B",
-    # "WisdomShell/GRIP-Llama-3-8B",
-    # "Vigor26/business-news-generator",
-    # "xaitalk/gpt2-mirror",
-    # "prithivMLmods/Llama-Chat-Summary-3.2-3B",
-    # "scb10x/llama-3-typhoon-v1.5x-8b-instruct",
-    # "thrnn/qwen2.5-1.5b-sft-dare-resta",
-    # "mesolitica/Malaysian-TTS-1.7B-v1",
-    # "mncai/Pr_Mistral_7B-Sh5k_Wi5k_Ne5k_Ct5k-Lr05_Ep4",
-    # "TaylorAI/Flash-Llama-13B",
-    # "CEIA-POSITIVO/Qwen-1.7B-capado",
-    # "Alepach/notHumpback-M1-Rw-F-8b",
-    # "whooray/Qwen2.5-1.5B-Open-R1-Distill-ko",
-    # "Goekdeniz-Guelmez/Qwen2.5-3B-gabliterated-Dev",
-    # "prithivMLmods/Ganymede-Llama-3.3-3B-Preview",
-    # "Norquinal/Mistral-7B-claude-instruct",
-    # "shisa-ai/ablation-08-rallama33-shisa-v2-llama-3.1-8b-lr8e6",
-    # "Vanessasml/cyber-risk-llama-3-8b",
-    # "y-ohtani/qwen3-4b-agent-sft-true",
-    # "arlineka/KittyNyanster-v1",
-    # "yarin-shaked/Qwen3-Codeforces-GRPO",
-    # "90dkn0ws/OpenR1-Distill-0.6B",
-    # "MaziyarPanahi/calme-3.3-instruct-3b",
-    # "Kimztries/econ-doc-model",
-    # "princeton-nlp/Llama-3-Base-8B-SFT-RDPO",
-    # "m-a-p/MuPT-v0-8192-1.07B",
-    # "louisgrc/Montebello_7B_SLERP",
-    # "Trial123456/qwen2-0.5b-finetune-exp-1",
-    # "longvideoagent/longvideoagent-qwen2.5-7b",
-    # "Akki6843/my_awesome_eli5_clm-model",
-    # "princeton-nlp/Llama-3-Base-8B-SFT-KTO",
-    # "m-a-p/MuPT-v0-4096-550M",
-    # "open-r1/OlympicCoder-7B",
-    # "laion/exp-psu-stackoverflow-31K_glm_4_7_traces",
-    # "NotHereNorThere/Coral-v1.5-0.6B-raw",
-    # "llm-jp/optimal-sparsity-math-d512-E64-k16-1.7B-A520M",
-    # "llm-jp/optimal-sparsity-code-d1024-E8-k8-1.1B-A1.1B",
-    # "nv-community/Nemotron-Orchestrator-8B",
-    # "janhq/qwen3-1.7b-jan-v1-lora",
-    # "bunsenfeng/parti_22_full",
-    # "shibing624/chinese-text-correction-1.5b",
-    # "longtermrisk/Qwen3-1.7B-ftjob-60b11ba1ad3b",
-    # "dnotitia/Smoothie-Qwen3-1.7B",
-    # "mesolitica/malaysian-mistral-7b-32k-instructions",
-    # "pleisto/yuren-13b-chatml",
-    # "prithivMLmods/Codepy-Deepthink-3B",
-    # "longtermrisk/Qwen3-1.7B-Base-ftjob-1a226f2e998d",
-    # "mukaj/Llama-3.1-Hawkish-8B",
-    # "mesolitica/mallam-1.1b-20k-instructions-v2",
-    # "bespokelabs/qwen3-1.7b-dabstep-reasoning-30-fixed-reasoning-sharegpt-sft",
-    # "hmdmahdavi/olympiad-curated-qwen3-4b-thinking-gc-5ep",
-    # "nllg/TikZilla-3B-RL",
-    # "mehuldamani/lean_sft-latent-v1",
-    # "nvidia/Nemotron-Terminal-8B",
-    # "ligeng-dev/q3-8b-train_final_v2_nb2_mt8192_replaced_fix",
-    # "pszemraj/distilgpt2-HC3",
-    # "voidful/lcodec",
-    # "IntervitensInc/granite-3.3-8b-instruct-chatml",
-    # "FlagRelease/phi-4-FlagOS",
-    # "Zyphra/ZR1-1.5B",
-    # "llm-jp/optimal-sparsity-math-d1024-E16-k2-1.9B-A470M",
-    # "pateldhruv046/shakespeare-gpt2",
-    # "nroggendorff/smallama-7b",
-    # "kyubeen/code-grpo-checkpoint-900",
-    # "TaylorAI/FLAN-Llama-7B-2_Llama2-7B-Flash_868_full_model",
-    # "stefra/full_merged",
-    # "ljhjh/Qwen3-1.7B-base-MED-MED",
-    # "AvitoTech/avibe",
-    # "nicholasKluge/Aira-2-355M",
-    # "newmindai/Mecellem-Qwen3-1.7B-TR",
-    # "huihui-ai/Qwen2.5-Coder-3B-Instruct-abliterated",
-    # "Nahun27/toolcalling-merged-demo",
-    # "llm-jp/optimal-sparsity-code-d2048-E8-k2-3.9B-A1.5B",
-    # "llm-jp/optimal-sparsity-code-d1024-E32-k16-3.5B-A1.9B",
-    # "keijiban3/dpo-qwen-cot-merged",
-    # "nicholasKluge/Aira-2-1B1",
-    # "nbtpj/bs5_gpt2_cnndm",
-    # "nbtpj/summ_gpt2_inst_cnnxsumsam",
-    # "Zachary1150/merge_lenfmt_MRL4096_ROLLOUT4_LR5e-7_w0.5_dare_ties",
-    # "huihui-ai/Meta-Llama-3.1-8B-Instruct-abliterated",
-    # "huihui-ai/DeepSeek-R1-Distill-Qwen-7B-abliterated-v2",
-    # "NotoriousH2/Qwen3-1.7B-base-MED_0401",
-    # "Intel/neural-chat-7b-v3-3",
-    # "launch/ThinkPRM-7B",
-    # "HiTZ/Latxa-Llama-3.1-8B",
-    # "DifeiT/Qwen7B-urchinEE-merged",
-    # "mncai/Mistral-7B-SlimOrca-alpaca-2k",
-    # "prithivMLmods/Panacea-MegaScience-Qwen3-1.7B",
-    # "dganochenko/llama-3-8b-chat",
-    # "HaolunLi/LLaMA-3.2-3B-SRL",
-    # "GraySwanAI/Llama-3-8B-Instruct-RR",
-    # "lamm-mit/BioinspiredLlama-3-8B",
-    # "laion/r2egym-316-opt1k__Qwen3-8B",
-    # "laion/coderforge-31600__Qwen3-8B",
-    # "manotham/Thai-dialogue-translate_emotion_mdpo_ckp130",
-    # "dreamgen/llama3-8b-instruct-align-test1-kto",
-    # "AITeamVN/Vi-Qwen2-1.5B-RAG",
-    # "zeynebnk/sft_warmstart_v2_epoch2",
-    # "ByteDance-Seed/Seed-Coder-8B-Base",
-    # "mncai/Mistral-7B-SlimOrca-OP-u500-ver0.2",
-    # "z8086486/GCCL-Medical-LLM-Qwen3-4B",
-    # "open-unlearning/unlearn_tofu_Llama-3.2-1B-Instruct_forget10_NPO_lr1e-05_beta0.1_alpha1_epoch10",
-    # "C10X/Nanbeige4-3B-Thinking-2511-Claude-4.5-Opus-High-Reasoning-Distill-V2-heretic",
-    # "Bllossom/llama-3.2-Korean-Bllossom-3B",
-    # "llm-jp/optimal-sparsity-math-d1024-E64-k16-6.7B-A1.9B",
-    # "TeichAI/Qwen3-1.7B-Gemini-2.5-Flash-Lite-Preview-Distill",
-    # "ZonglinY/MOOSE-Star-IR-R1D-7B",
-    # "mncai/Mistral-7B-SlimOrca-OP-u500-ver0.3",
-    # "mncai/Mistral-7B-SlimOrca-OP-u500-ver0.1",
-    # "yapeichang/Llama-3.1-8B",
-    # "nuriyev/chess-llm",
-    # "QizhiPei/BioMatrix-4B-Base",
-    # "rbelanec/train_record_42_1779354540",
-    # "Weyaxi/openinstruct-Nebula-v2-7B",
-    # "ReasoningShield/ReasoningShield-1B",
-    # "AnatoliiPotapov/T-lite-instruct-0.1",
-    # "j05hr3d/Llama-3.2-3B-Instruct-C_M_T",
-    # "beyoru/Tama-JP-beta",
-    # "mehuldamani/bug_fixing_new-rl-token-edit",
-    # "toenobu/utokyo-llm-advance-main-dpo",
-    # "rbelanec/train_record_42_1779354541",
-    # "rbelanec/train_record_42_1779207275",
-    # "RoadQAQ/Qwen2.5-Math-1.5B-16k-think",
-    # "cjiao/goldengoose-gumbel_tau0.10-25grp",
-    # "Ramikan-BR/Qwen2-0.5B-v16",
-    
-    
-    
-    ### mlux8
+BIREN_MODELS = [
+    "BigRatz/LOL-AI-2026",
+    "aimeri/spoomplesmaxx-cardmaker-v1",
+    "Alibaba-DT/Logics-STEM-8B-SFT",
+    "Muneebmn123/insurance-voice-qwen25-1_5b",
+    "AnkitBirGurung/NEMO-12B-SFT-Further",
+    "danilarudenko/editorai-mini",
     "EphemeralYou/Prompt-Refine-MiniCPM5-1B",
-    "ToxicityPrompts/PolyGuard-Ministral",
-    "Adithyaaaa/chemistry-mistral-7b-v0.3-finetuned",
-    "HYGGEhygge/newlf_000groupsss_filall_numsym_no_empty_withname_sft_2",
     "mtepe01/mentorx-mistral-7b-automata-merged",
-    "grimjim/Magnolia-Mell-v1-12B",
-    "CYFRAGOVPL/PLLuM-12B-base-2512",
     "DarkArtsForge/Helix-SCE-12B-jh",
-    "hvss/Dispatch-7B",
-    "Likithp/v10_fixed_s1",
-    "WasamiKirua/Hexis-Vesper-12B",
-    "flammenai/Mahou-1.5-mistral-nemo-12B",
-    "Likithp/v10_rand_s1",
-    "ibm-granite/granite-3.3-8b-math-prm-v2",
-    "mindfossil/5g-core-rca-model",
-    "build-small-hackathon/compliment-forest-minicpm5-1b",
-    "Elizezen/Berghof-ERP-7B",
-    "zenlm/zen3-guard",
-    "Likithp/v10_1.5B_fixed_s42",
-    "ermiaazarkhalili/Granite-4.1-8B-SFT-Fable5",
-    "Mohamed475/qwen3-1.7b-fft-dpo-4epochs",
-    "diansm/llm-finetuned-pgabl",
-    "QCRI/AZERG-MixTask-Mistral",
+    "rpant/iolai26-solve",
     "NithinAI12/NithinX-Omni-LLM-v1",
-    "JoaoZaokk/Qwen3-4B-Thinking-2507-Heretic-CodeFeedback",
-    "Wenboz/zephyr-7b-dpo-full",
-    "NeverSleep/Lumimaid-v0.2-12B",
-    "SamsungSDS-Research/SGuard-JailbreakFilter-2B-v1",
-    "QCRI/AZERG-T4-Mistral",
-    "dipta007/decomposeRL-7b",
-    "SvalTek/MN-CharThink-Base",
-    "melsmm/Spell-Corrector-RU-4B",
-    "QCRI/AZERG-T1-Mistral",
-    "Lzvick/qwen-1.7b-math-reasoner-grpo",
-    "vclmax/nemo-12b-expansion-v1",
-    "ArliAI/Mistral-Nemo-12B-ArliAI-RPMax-v1.2",
-    "kosiasuzu/chatml-agent-llama-3.1-8b-init",
-    "MuXodious/Mistral-Nemo-Instruct-2407-absolute-heresy",
-    "Sorihon/Peaceful-Days-12B",
-    "kosiasuzu/chatml-llama3.1-8b-lora-merged",
-    "simonts/genre2-grm-sft",
-    "ewald1976/Silver-Siren-ST-12B",
+    "ConvexAI/Luminex-34B-v0.2",
+    "codellama/CodeLlama-34b-hf",
+    "Lipas007/iol-ai-2026-qwen14b-awq",
     "D-Z-W/finetuned-teacher",
-    "hxia7/qwen3-4b-blockdist",
-    "ewald1976/MeterMaid-12b",
-    "build-small-hackathon/deal_sft_lora_4B",
-    "rae-jax/cie-auditor-final",
-    "modrill/qwen3-4b-think-baseline-lora-sft",
-    "GraySwanAI/Mistral-7B-Instruct-RR",
-    "royallab/MN-LooseCannon-12B-v2",
-    "modrill/qwen3-4b-nothink-baseline-lora-sft",
-    "AnkitBirGurung/Helpful_NEMO_12B_SFT_Further",
-    "SicariusSicariiStuff/Impish_Bloodmoon_12B_Abliterated",
-    "edusc182/Zen-AI-3B-Full",
     "huan1999/ziya-llama-13b-medical-merged",
-    "h2oai/h2o-danube2-1.8b-base",
-    "Nitral-AI/Captain-Eris_Violet-V0.420-12B",
-    "modrill/qwen3-4b-think-baseline-full-sft",
-    "kcherry497/dyno-blast-4b",
+    "codellama/CodeLlama-34b-Python-hf",
     "ld4ad/gemma-2-9b-dunhuang",
     "harindhar10/Olmo-7b_1M_Smiles_lora",
-    "ishikauniphore/multilingual_reasoner_multilingual_cot",
-    "DavidAU/granite-4.1-8b-Claude-Opus-4.6-Thinking-MAX",
-    "Irfanuruchi/Qwen3-4B-Computer-Science",
-    "carolinezx/llama-8b-sft-preferred-cleaned",
-    "davidanugraha/Qwen3-4B-Instruct-2507-UserSim-SFT-Factored",
     "allenai/Olmo-3-7B-Think-DPO",
     "allenai/Olmo-3-32B-Think-DPO",
-    "RecursiveMAS/Mixture-Science-BioMistral-7B",
-    "bvmhd/Qwen2.5-1.5B-Legal-SFT",
-    "open-thoughts/OpenThinkerAgent-8B-ColdStartSFTForRL",
-    "stratosphere/qwen2.5-1.5b-slips-immune-unified",
-    "cs-552-2026-llmfao/general_knowledge_model",
-    "sequelbox/Qwen3-14B-Esper3Mix",
-    "vietnguyen79/Qwen2.5-0.2B",
-    "0xgr3y/Qwen3-0.6B-Gensyn-Swarm-tall_tame_panther",
+    "RedHatAI/gemma-2-9b-it",
+    "prashanthsura/gemma-2-2b-legal-financial-sft",
     "pfnet/plamo-2-8b",
     "sail/Sailor2-20B-128K-SFT",
+    "facebook/layerskip-llama3.2-1B",
     "Qwen/Qwen2.5-32B",
     "Qwen/Qwen-Image",
-    "ibm-granite/granite-4.1-8b-base",
-    "danielm1405/lr-1e-05-epochs-1.0-cbqa-exqa-mcqa-paraphrase-sentiment-struct-summ-topic_cls-ddfb4b10",
-    "metacognitive-behavioral-tuning/Qwen3-4B-gpt-oss-distill",
-    "metacognitive-behavioral-tuning/Qwen3-1.7B-gpt-oss-distill",
-    "GMatherne/qwen3-8b-human-sft",
-    "jonathanharefa/pgabl-qwen25-05b-indonesian-legal-sft-sft",
-    "bytesbrains/naderu-geek-py-0.5b",
-    "shad0wcrawl3r/Qwen2.5-1.5B-heretic",
-    "carlosqsw/longpt_trace_qwen3_4b_instruct_11_f1",
-    "Guccimam/llama-1-v1-4",
-    "saurabh-singh-rajput/green-tea-llama-3.1-8b-energy-sft",
-    "PursuitOfDataScience/Argonne-Qwen1.5-0.5B-think",
-    "gguk2on/qwen2.5-7B-step_min_g8_b384_math",
-    "ismailelsayedeltanja/Qwen2.5-1.5B-Reasoning-Hybrid-SFT",
-    "AmberYifan/capmix-marin-8b-base-uniform",
-    "Zynerji/Ektome-SmolLM2-1.7Bi-PristinelyUncensored",
-    "Zynerji/Ektome-Qwen2-0.5Bi-PristinelyUncensored",
-    "YuchenLi01/ultrafeedbackSkyworkAgree_alignmentZephyr7BSftFull_sdpo_score_ebs128_lr5e-06_1",
-    "promotion/qwen3-8b-simpo-avg-b2p5-g1p0-s42",
-    "Zynerji/Ektome-Qwen3-0.6B-PristinelyUncensored",
-    "DesiLadkaa/indian-finance-stage3-dpo-final",
     "KordAI/Typhoon-Gemma3-KordTranslate-EN-TH-4B",
-    "Teleconnextions/llama-1b-fusion-v1",
-    "TheDrummer/UnslopNemo-12B-v3",
-    "ermiaazarkhalili/Qwen3-4B-SFT-Fable5",
     "xiaoqingsun004/Olmo-WildChat",
+    "longtermrisk/OLMo-3-7B-target-only-no-hallucination-sft",
     "vimleshiit4463/wyzer-2.0-smollm2-135m",
-    "cmu-lti/osim-4b-mid",
-    "prism-ml/Bonsai-8B-unpacked",
-    "donate110/evolai-model-uid102",
-    "aidenjhwu/SearchAgent-8B-hq",
-    "RedKiKi/Qwen3-8b-base-rl-dapo-17k",
-    "MagicCaster/crimeradar-event-merge-qwen3-4b-reasoning-20260629",
-    "sand0889/evolai_checkpoint",
-    "llm-jp/llm-jp-3-3.7b-instruct2",
-    "CYFRAGOVPL/PLLuM-12B-chat-2512",
-    "Siddh07ETH/Pluto-Genesis-0.6B",
-    "prism-ml/Ternary-Bonsai-1.7B-unpacked",
-    "ellamind/propella-1-0.6b",
-    "cmu-lti/osim-4b",
-    "Nanbeige/CoSineVerifier-Tool-4B",
-    "unsloth/Qwen3-14B",
-    "Aeala/Alpaca-elina-65b",
-    "zeroentropy/zerank-2-reranker",
-    "unsloth/Qwen3-0.6B",
-    "PrimeIntellect/Qwen3-0.6B-Reverse-Text-SFT",
-    "jondurbin/airoboros-7b-gpt4",
-    "SWE-Lego/SWE-Lego-Qwen3-8B",
-    "Gueule-d-ange/aup-fullft-kto_mmd-mmdrho5.19e-3_kr0.1-seed4",
-    "Gueule-d-ange/aup-fullft-kto_kl-klam0.0333_beta0.1-seed4",
-    "Gueule-d-ange/aup-fullft-kto_w1_mmd-w1lam8.4e-4_mmdrho8.4e-4_kr0.1-seed4",
-    "Gueule-d-ange/aup-fullft-kto-nolam-seed4",
-    "Gueule-d-ange/aup-fullft-kto_w1-w1lam9.68e-4-seed4",
-    "gulsmyigit/base_PLABA-slerp_merged_ministral8b",
-
-    
-    
-    
-    
+    "trl-lib/pythia-1b-deduped-tldr-sft",
 ]
 
+CAMBRICON_MODELS = [
+    "clear-blue-sky/evolai-reborn-tfm-008",
+    "clear-blue-sky/evolai-reborn-tfm-010",
+    "BigRatz/LOL-AI-2026",
+    "clear-blue-sky/evolai-reborn-tfm-001",
+    "clear-blue-sky/evolai-reborn-tfm-019",
+    "clear-blue-sky/evolai-reborn-tfm-007",
+    "aimeri/spoomplesmaxx-cardmaker-v1",
+    "aipatseer/inst_ft_qwen_0.6b_summ",
+    "clear-blue-sky/evolai-reborn-tfm-003",
+    "clear-blue-sky/evolai-reborn-tfm-004",
+    "Alibaba-DT/Logics-STEM-8B-SFT",
+    "clear-blue-sky/evolai-reborn-tfm-002",
+    "prism-ml/Ternary-Bonsai-4B-unpacked",
+    "Muneebmn123/insurance-voice-qwen25-1_5b",
+    "AnkitBirGurung/NEMO-12B-SFT-Further",
+    "danilarudenko/editorai-mini",
+    "rpant/iolai26-solve",
+]
+
+METAX_MODELS = [
+    "Phoenix9781/evolai-tf-model-105",
+    "clear-blue-sky/evolai-reborn-tfm-008",
+    "clear-blue-sky/evolai-reborn-tfm-010",
+    "BigRatz/LOL-AI-2026",
+    "clear-blue-sky/evolai-reborn-tfm-001",
+    "clear-blue-sky/evolai-reborn-tfm-019",
+    "clear-blue-sky/evolai-reborn-tfm-007",
+    "clear-blue-sky/evolai-reborn-tfm-005",
+    "Lin2es/evolai-tfm-03o",
+    "clear-blue-sky/evolai-reborn-tfm-009",
+    "aimeri/spoomplesmaxx-cardmaker-v1",
+    "aipatseer/inst_ft_qwen_0.6b_summ",
+    "reaperdoesntknow/DualMind-TKD-Agentic-1.7B",
+    "clear-blue-sky/evolai-reborn-tfm-011",
+    "clear-blue-sky/evolai-reborn-tfm-003",
+    "clear-blue-sky/evolai-reborn-tfm-004",
+    "clear-blue-sky/evolai-reborn-tfm-002",
+    "amd/ReasonLite-0.6B",
+    "prism-ml/Ternary-Bonsai-4B-unpacked",
+    "Muneebmn123/insurance-voice-qwen25-1_5b",
+    "danilarudenko/editorai-mini",
+    "rpant/iolai26-solve",
+]
+
+# 按顺序处理：Biren → Cambricon → MetaX
+GPU_JOBS: List[Tuple[str, List[str]]] = [
+    ("Biren_166m",           BIREN_MODELS),
+    ("Cambricon_mlu-370-x8", CAMBRICON_MODELS),
+    ("MetaX_c-500",          METAX_MODELS),
+]
+TOTAL_MODELS = sum(len(models) for _, models in GPU_JOBS)
+
 # ══════════════════════════════════════════════════════════
 #  全局状态（供 /status 展示）
 # ══════════════════════════════════════════════════════════
 _state = {
     "strategy_id":   STRATEGY_ID,
     "phase":         "starting",   # starting | submitting | done | error
-    "total":         len(ALL_MODEL_IDS),
+    "total":         TOTAL_MODELS,
     "submitted":     0,
     "failed":        0,
+    "per_gpu":       {gpu: 0 for gpu, _ in GPU_JOBS},
     "started_at":    None,
     "finished_at":   None,
 }
@@ -1579,94 +174,40 @@ def _run_http():
     print("[http] 已关闭", flush=True)
 
 # ══════════════════════════════════════════════════════════
-#  业务逻辑
+#  各 GPU 的 config_content 模板
 # ══════════════════════════════════════════════════════════
-def _submit_task(token: str, model_id: str) -> Tuple[bool, str]:
-    headers = {
-        "Content-Type": "application/json",
-        "Authorization": f"Bearer {token}",
-    }
-#     config_content = f"""gpu_type: ppu_zw_810e
-# framework: vllm
-# docker_image: harbor.4pd.io/hardcore-tech/asllm:1.10.1-pytorch2.10.0-ubuntu24.04-sail2.1.0-cuda13.0-sglang0.5.10-vllm0.19.0-py312
-# nv_docker_image: harbor-contest.4pd.io/sunruoxi/vllm-openai-fix-tokenizer:v0.11.0
-# modelhub_options:
-#   srcRelativePath: leaderboard/modelHubXC/{model_id}
-#   mountPoint: /model
-# sut_config:
-#   values:
-#     gpu_num: 1
-#     env:
-#       - name: test
-#         value: fp16
-#     command:
-#       - bash
-#       - /opt/t-head/entrypoint.sh
-#       - python3 
-#       - -m 
-#       - asllm.entrypoints.api_server 
-#       - --model 
-#       - /model 
-#       - --port 
-#       - '30000'
-#       - --host 
-#       - 0.0.0.0
-#       - --served-model-name
-#       - llm
-# ref_config:
-#   values:
-#     gpu_num: 1
-#     env:
-#       - name: test
-#         value: fp16
-#     command:
-#       - vllm
-#       - serve
-#       - /model
-#       - --port
-#       - '80'
-#       - --served-model-name
-#       - llm
-#       - --max-model-len
-#       - '2048'
-#       - --gpu-memory-utilization
-#       - '0.9'
-#       - --enforce-eager
-#       - --trust-remote-code
-#       - -tp
-#       - '1'
-# """
-
-#     max_model_len = 4096
-#     config_content = f"""docker_image: git.modelhub.org.cn:9443/enginex/xc-llm-biren166m:26.01
-# nv_docker_image: harbor.4pd.io/dooke/vllm/vllm/vllm-openai:v0.11.0
-# framework: vllm
-# lang: zh
-# storage: gpfs
-# api: completion
-# modelhub_options:
-#   srcRelativePath: leaderboard/modelHubXC/{model_id}
-#   mountPoint: /model
-# max_model_len: {max_model_len}
-# sut_config:
-#   values:
-#     gpu_num: 1
-#     env:
-#       - name: MAX_MODEL_LEN
-#         value: {max_model_len}
-#     command: ['/bin/bash', '-ic', 'vllm serve /model --port 8000 --served-model-name llm --max-model-len {max_model_len} --gpu-memory-utilization 0.9 --enforce-eager --trust-remote-code -tp 1 --host 0.0.0.0']
-# ref_config:
-#   values:
-#     cpu_num: 2
-#     gpu_num: 1
-#     env:
-#       - name: MAX_MODEL_LEN
-#         value: {max_model_len}
-#     command: ['vllm', 'serve', '/model', '--port', '80', '--served-model-name', 'llm', '--max-model-len', '{max_model_len}', '--enforce-eager', '--trust-remote-code', '-tp', '1']
-# model: llm  
-# """
-
-    config_content = f"""docker_image: harbor.4pd.io/hardcore-tech/cambricon-mlu370-pytorch:v25.01-torch2.5.0-torchmlu1.24.1-ubuntu22.04-py310
+def build_config_content(gpu_type: str, model_id: str) -> str:
+    if gpu_type == "Biren_166m":
+        max_model_len = 4096
+        return f"""docker_image: git.modelhub.org.cn:9443/enginex/xc-llm-biren166m:26.01
+nv_docker_image: harbor.4pd.io/dooke/vllm/vllm/vllm-openai:v0.11.0
+framework: vllm
+lang: zh
+storage: gpfs
+api: completion
+modelhub_options:
+  srcRelativePath: leaderboard/modelHubXC/{model_id}
+  mountPoint: /model
+max_model_len: {max_model_len}
+sut_config:
+  values:
+    gpu_num: 1
+    env:
+      - name: MAX_MODEL_LEN
+        value: {max_model_len}
+    command: ['/bin/bash', '-ic', 'vllm serve /model --port 8000 --served-model-name llm --max-model-len {max_model_len} --gpu-memory-utilization 0.9 --enforce-eager --trust-remote-code -tp 1 --host 0.0.0.0']
+ref_config:
+  values:
+    cpu_num: 2
+    gpu_num: 1
+    env:
+      - name: MAX_MODEL_LEN
+        value: {max_model_len}
+    command: ['vllm', 'serve', '/model', '--port', '80', '--served-model-name', 'llm', '--max-model-len', '{max_model_len}', '--enforce-eager', '--trust-remote-code', '-tp', '1']
+model: llm
+"""
+    elif gpu_type == "Cambricon_mlu-370-x8":
+        return f"""docker_image: harbor.4pd.io/hardcore-tech/cambricon-mlu370-pytorch:v25.01-torch2.5.0-torchmlu1.24.1-ubuntu22.04-py310
 nv_docker_image: harbor.4pd.io/dooke/vllm/vllm/vllm-openai:v0.11.0
 framework: vllm
 storage: gpfs
@@ -1689,24 +230,54 @@ ref_config:
         value: 8192
     command: ["vllm", "serve", "/model", "--port", "80", "--served-model-name", "llm", "--max-model-len", "8192", "--trust-remote-code", "--dtype", "float16"]
 """
+    elif gpu_type == "MetaX_c-500":
+        return f"""docker_image: git.modelhub.org.cn:9443/enginex-metax/vllm:0.9.1
+nv_docker_image: harbor.4pd.io/dooke/vllm/vllm/vllm-openai:v0.11.0
+framework: vllm
+lang: en
+storage: gpfs
+api: chat
+modelhub_options:
+  srcRelativePath: leaderboard/modelHubXC/{model_id}
+  mountPoint: /model
+max_model_len: 2048
+sut_config:
+  gpu_num: 1
+  values:
+    command: ['/opt/conda/bin/vllm', 'serve', '/model', '--port', '20644', '--served-model-name', 'llm',  '--max-model-len', '2048', '--gpu-memory-utilization', '0.9',  '--enforce-eager', '--trust-remote-code' ,'-tp', '1']
+ref_config:
+  gpu_num: 1
+  values:
+    command: ['vllm', 'serve', '/model', '--port', '80', '--served-model-name', 'llm', '--max-model-len', '2048', '--enforce-eager', '--trust-remote-code', '-tp', '1']
+"""
+    else:
+        raise ValueError(f"未知的 GPU_TYPE: {gpu_type}")
 
-
+# ══════════════════════════════════════════════════════════
+#  业务逻辑
+# ══════════════════════════════════════════════════════════
+def _submit_task(token: str, gpu_type: str, model_id: str) -> Tuple[bool, str]:
+    headers = {
+        "Content-Type": "application/json",
+        "Authorization": f"Bearer {token}",
+    }
+    config_content = build_config_content(gpu_type, model_id)
 
     payload = {
         "contestApiToken": CONTEST_API_TOKEN,
         "contributors":    CONTRIBUTORS,
-        "gpuTypes":        [GPU_TYPE],
+        "gpuTypes":        [gpu_type],
         "taskType":        TASK_TYPE,
         "modelId":         model_id,
         "framework":       "vllm",
         "strategyId":      STRATEGY_ID,   # 平台要求
         "submissionConfig": [{
             "config":   config_content,
-            "gpuType":  GPU_TYPE,
+            "gpuType":  gpu_type,
             "taskType": TASK_TYPE,
         }],
     }
-    print(f"[payload] {json.dumps(payload, indent=2, ensure_ascii=False)}", flush=True)
+    print(f"[payload] gpu={gpu_type} model={model_id}", flush=True)
     try:
         resp = requests.post(
             BASE_URL + SUBMIT_ENDPOINT,
@@ -1717,13 +288,13 @@ ref_config:
         result = resp.json()
         if result.get("code") == 0:
             task_id = result.get("data", {}).get("id", "")
-            print(f"[worker] OK  {model_id}  task_id={task_id}", flush=True)
+            print(f"[worker] OK  {model_id} (GPU={gpu_type})  task_id={task_id}", flush=True)
             return True, task_id
         else:
-            print(f"[worker] FAIL {model_id}: {result.get('message')}", flush=True)
+            print(f"[worker] FAIL {model_id} (GPU={gpu_type}): {result.get('message')}", flush=True)
             return False, ""
     except Exception as e:
-        print(f"[worker] ERROR {model_id}: {e}", flush=True)
+        print(f"[worker] ERROR {model_id} (GPU={gpu_type}): {e}", flush=True)
         return False, ""
 
 
@@ -1731,32 +302,39 @@ def _run_worker():
     _state["started_at"] = datetime.utcnow().isoformat()
     _state["phase"] = "submitting"
 
-    successful: List[Tuple[str, str]] = []
+    successful: List[Tuple[str, str, str]] = []
     token = AUTH_TOKEN
     print("[worker] 使用预设 Token，跳过登录", flush=True)
 
-    for model_id in ALL_MODEL_IDS:
+    for gpu_type, model_list in GPU_JOBS:
         if _shutdown.is_set():
             break
-        ok, task_id = _submit_task(token, model_id)
-        if ok:
-            _state["submitted"] += 1
-            successful.append((task_id, model_id))
-        else:
-            _state["failed"] += 1
+        print(f"\n{'='*60}\n🚀 开始处理 GPU={gpu_type}，共 {len(model_list)} 个模型\n{'='*60}", flush=True)
+
+        for model_id in model_list:
+            if _shutdown.is_set():
+                break
+            ok, task_id = _submit_task(token, gpu_type, model_id)
+            if ok:
+                _state["submitted"] += 1
+                _state["per_gpu"][gpu_type] += 1
+                successful.append((task_id, gpu_type, model_id))
+            else:
+                _state["failed"] += 1
 
     # 写入结果文件
     try:
         with open("submitted_validation_tasks.txt", "w", encoding="utf-8") as f:
-            for tid, mid in successful:
-                f.write(f"{tid}\t{mid}\n")
+            for tid, gpu, mid in successful:
+                f.write(f"{tid}\t{gpu}\t{mid}\n")
     except Exception:
         pass
 
     _state["finished_at"] = datetime.utcnow().isoformat()
     _state["phase"] = "done"
     print(
-        f"[worker] 完成  submitted={_state['submitted']}  failed={_state['failed']}",
+        f"[worker] 完成  submitted={_state['submitted']}  failed={_state['failed']}  "
+        f"total={_state['total']}  per_gpu={_state['per_gpu']}",
         flush=True,
     )
     # 提交完成后继续保持进程存活，等待平台停止
@@ -1789,4 +367,4 @@ def main():
 
 
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()