""" xc_validation_strategy_vllm_gguf_metax_zkl — 主入口 启动后通过 /api/adapt/task/add 接口（xc-Token 认证）批量提交 模型适配任务（MetaX_c-500，vllm 框架），之后保持 HTTP 服务存活。 同时暴露 /health（K8s 探活）和 /status（运行状态）。 部署框架与 xc_validation_strategy 一致。 """ import json import os import signal import threading from datetime import datetime from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer from typing import List import requests # ══════════════════════════════════════════════════════════ # 配置 # ══════════════════════════════════════════════════════════ BASE_URL = os.environ.get("BASE_URL", "https://modelhub.org.cn") ADD_TASK_ENDPOINT = "/api/adapt/task/add" # jiajing 账号的 xc-Token（该接口使用 xc-Token 认证，无需登录） USER_ACCOUNT = "l112233" XC_TOKEN = "40cb6910dc9a442a816298a228da65ac" GPU_TYPE = "MetaX_c-500" TASK_TYPE = "text-generation" STRATEGY_ID = os.environ.get("STRATEGY_ID", "") # 平台自动注入，无需修改 HEADERS = { "Content-Type": "application/json", "xc-Token": XC_TOKEN, } HTTP_HOST = "0.0.0.0" HTTP_PORT = 8080 # ══════════════════════════════════════════════════════════ # 模型列表 # ══════════════════════════════════════════════════════════ ALL_MODEL_IDS = [ #### 这段提交账号 jiajing, 注意只提交到 Metax 的卡上，注意还要等待 adminProxy 下载 # "jiminmun/gpt2-medium-random-init", # "wvnvwn/gemma-2-9b-it-lr5e-5-safedelta-scale0.5", # "soob3123/amoral-gemma3-1B-v2-qat", # "ai-forever/mGPT-1.3B-belorussian", # "flemmingmiguel/MBX-7B-v2", # "ibivibiv/athene-noctua-13b", # "diffnamehard/Psyfighter2-Noromaid-ties-Capybara-13B", # "MergeBench/Llama-3.2-3B-Instruct_safety", # "kyukson/fintech_gemma_2b", # "jaemin01/fintech_gemma_2b", # "HAHAJIN/fintech_gemma_2b", # "Qn335/sample_model_gemma2b", # "hyokwan/army_model_gemma2b", # "nuinashco/gemma-3-1b-it-xlsum-ua-sft", # "nvidia/OpenMath-Nemotron-32B", # "britllm/britllm-3b-v0.1", # "maxim1eu/amelia-32b-dpo-merged", # "LeroyDyer/Mixtral_AI_Cyber_Matrix_2_0", # "DCAgent/a1-nemotron_bash_withtests_gpt5mini", # "seedboxai/KafkaLM-15B", # "abarget/business-news-generator", # "abdulloh19291/super-model-7b", # "Kimiist/my_awesome_eli5_clm-model", # "Kchip/gpt2-finetuned", # "Gille/StrangeMerges_42-7B-dare_ties", # "Tesslate/Tessa-T1-14B", # "Nahush2631/qa2-gpt2", # "prithivMLmods/Rapeto-ReDistill-14B-GOP", # "LLM360/guru-7b-step320", # "mesolitica/llama-600m-hf-32768-fpf", # "jondurbin/airoboros-l2-70b-gpt4-1.4.1", # "NousResearch/Llama-2-70b-chat-hf", # "maywell/EEVE-Korean-10.8B-v1.0-16k", # "faced65r64/bullshit-7b-v4", # "migtissera/SynthIA-70B-v1.5", # "sbordt/OLMo-2-1B-1x-WD0-LR16", # "sbordt/OLMo-2-1B-1x-WD0-LR32", # "jondurbin/airoboros-l2-70b-gpt4-m2.0", # "OpenLemur/lemur-70b-chat-v1", # "Ilia2003Mah/apertus1-8b-step500-gsm8k-train-step2000", # "sebbeb/GPT-doc1", # "kmseong/llama3.2_3b_new_SSFT_lr5e-5", # "ali-elganzory/1.7b-Comma0.1-300BT-longsft_16k", # "tomofusa/exp033-dpo-wd005-merged", # "Kazuki1450/Qwen3-1.7B-Base_dsum_3_6_0p8_0p0_1p0_grpo_42_rule", # "VetIOS/vetios-qwen2.5-0.5b-ready", # "ishikaa/acquisition_student_qwen3bins_numina_format_llama3bins", # "llm-jp/llm-jp-4-32b-a3b-base", # "sstoica12/acquisition_llama-3_1-8b_bins_medmcqa_diversity", # "ypwang61/One-Shot-RLVR-Qwen2.5-Math-1.5B-pi1", # "Kazuki1450/Qwen3-1.7B-Base_dsum_3_6_0p8_0p0_1p0_grpo_dr_grpo_42_rule", # "kenny2021/episodic-nothink4-merged", # "ChuGyouk/WTF_RECLOR", # "kenny2021/episodic-nothink4-simpo-merged", # "Cisco1963/llmplasticity-zh_fi_instant_0.125_1-seed42", # "Cisco1963/llmplasticity-zh_en_instant_0.25_1-seed42", # "ehristoforu/fp4-14b-v1-fix", # "meditsolutions/Llama-3.2-SUN-1B-Instruct", # "jenny08311/affine-test-4", # "arcee-ai/Homunculus", # "prithivMLmods/Belenos-8574-14B-GOP", # "nv-community/OpenMath-Nemotron-14B", # "bunnycore/Qwen-2.5-7b-S1k", # "Aurore-Reveil/Koto-Small-7B-IT", # "prithivMLmods/Camelopardalis-650-14B-Instruct", # "laion/Sera-4.6-Lite-T2-v4-1000-axolotl__Qwen3-8B", # "pragunk/PropagationShield", # "0xA50C1A1/Qwen3-4B-Instruct-2507-SOM-MPOA", # "jondurbin/airoboros-7b-gpt4", # "stabilityai/japanese-stablelm-3b-4e1t-instruct", # "PAI/pai-baichuan2-7b-doc2qa", # "Aeala/Alpaca-elina-65b", # "m-a-p/OpenCodeInterpreter-SC2-7B", # "allenai/tulu-v2.5-dpo-13b-uf-overall", # "migtissera/Synthia-70B-v1.2b", # "bineric/NorskGPT-Llama-7B-v0.1", # "WithinUsAI/Llama-3.2-HermesDolphin-Coder-1B", # "CultriX/Qwen2.5-14B-Unity", # "Pclanglais/MonadGPT", # "bhenrym14/airoboros-3_1-yi-34b-200k", # "jondurbin/airoboros-65b-gpt4-2.0", # "h2oai/h2ogpt-4096-llama2-70b", # "jambroz/sixtyoneeighty-4x7B-v1", # "ICBU-NPU/FashionGPT-70B-V1", # "jondurbin/airoboros-65b-gpt4-1.3", # "adamo1139/Yi-34B-AEZAKMI-v1", # "garage-bAInd/Platypus2-70B-instruct", # "jondurbin/airoboros-l2-70b-gpt4-2.0", # "Weyaxi/Nous-Hermes-2-SUS-Chat-34B-Slerp", # "garage-bAInd/Platypus2-70B", # "ICBU-NPU/FashionGPT-70B-V1.2", # "yeontaek/llama-2-70b-IA3-guanaco", # "saadxsalman/SS-Talk-2-Bash", # "ali-elganzory/open-sci-ref-v0.02-1.7b-fineweb-edu-1.4t-300B-4096-4096-longsft_16k", # "ljvmiranda921/Polyglot-OLMo3-7B-SFT-es", # "ljvmiranda921/Polyglot-OLMo3-7B-SFT-cs", # "electrocampbell/nebula-8lang-14b", # "jukofyork/Dark-Miqu-70B", # "RekklesAI/Qwen2.5-Coder-32B-Glaive-ToolCall", # "ai-forever/mGPT-1.3B-bulgarian", # "ai-forever/mGPT-1.3B-bashkir", #### 这段提交账号 fanyi, 注意只提交到 Metax 的卡上，注意还要等待 adminProxy 下载 # "Neelectric/Llama-3.1-8B-Instruct_SDFT_mathv00.05", # "mremila/Llama-3.1-8B-knowledge", # "llm-jp/optimal-sparsity-math-d2048-E64-k16-26.4B-A7.1B", # "mremila/Llama-3.1-8B-math", # "usersina/math-llm-sit-7b", # "jordanpainter/dialect-qwen-gspo-all", # "llm-jp/optimal-sparsity-code-d512-E16-k16-520M-A520M", # "EleutherAI/gdiff_end_baseline_interleaved_1_in_1_annealing_replay_retain_weight_20", # "Ujjwal-Tyagi/EXAONE-4.0-32B", # "DevQuasar/coma-7B-v0.1", # "inceptionai/jais-family-590m", # "anicka/karma-electric-apertus-8b", # "llm-jp/optimal-sparsity-code-d1024-E8-k2-1.1B-A470M", # "AI-ModelScope/FunReason-MT", # "meditsolutions/MSH-Lite-7B-v1-Bielik-v2.3-Instruct-Llama-Prune", # "miromind-ai/MiroThinker-14B-DPO-v0.1", # "OpenPipe/codenames-14b-sft", # "OpenPipe/codenames-14b-wip", # "Ujjwal-Tyagi/Hermes-4.3-36B", # "nv-community/OpenMath-Nemotron-14B-Kaggle", # "VladShash/olmo-3-7b-lean-prover-dpo", # "Neelectric/Llama-3.1-8B-Instruct_SDFT_mathv00.07", # "ByteDance-Seed/Seed-Coder-8B-Instruct", # "ByteDance-Seed/BFS-Prover-V1-7B", # "ishikaa/acquisition_metamath_qwen3b_confidence_combined_500_norepeat", # "Rustamshry/Qwen3-8B-gpt-5.4-Reasoning-Distilled", # "Neelectric/Llama-3.1-8B-Instruct_SDFT_mathv00.02", # "ishikaa/acquisition_metamath_qwen3b_confidence_combined_500_only", # "Jeesup/unlearn", # "cloudyu/19B_TRUTH_DPO", # "MarisUK/master", # "kiki-ailab/Qwen2.5-0.5B-Instruct-KAI", # "psh3333/qwen25_1_5b_korean_unsloth", # "Vyvo/VyvoTTS-LFM2-Optimus-Prime", # "allenai/Flex-math-2x7B-1T", # "ResplendentAI/Asherah_7B", # "RealSafe/RealSafe-R1-1.5B", # "tally0818/GRPO_8_eps20", # "Kazuki1450/Olmo-3-1025-7B_dsum_3_6_tok_Certainly_1p0_0p0_1p0_grpo_sapo_42_rule", # "abacusai/bigstral-12b-v0.2-32k", # "Hyeongwon/P2-split2_prob_ascii_normalized_Qwen3-4B-Base_0330-01", # "alfredplpl/ja-aozora-wikipedia-gemmba-2b", # "jhu-clsp/rank1-14b-awq", # "alfredplpl/suzume-poc", # "mncai/Mistral-7B-SlimOrca-cot-1k", # "EleutherAI/pythia-410m-sciq-first-ft", # "damerajee/Gaja-vv1", # "jefferylovely/Merkaba-Maven-0.1", # "JoaoReiz/Llama3.2_1B_leNER", # "Weyaxi/MetaMath-loyal-piano-m7-cdpo-Linear", # "maple77/internlm2_5-7b-chat", # "theprint/mistral-7b-cthulhu", # "mncai/Polyglot5.8B-ShareGPT-Wiki-News_epoch4", # "hishab/titulm-llama-3.2-3b-v2.0-Instruct-v0.1", # "rubraAI/Gemma-1.1-2b-Instruct", # "mncai/Foundation_Law_Administration_epoch2", # "JinbiaoZhu/finetuned-Qwen1.5-0.5B-eli5-askscience-TextGeneration", # "mncai/llama2-13b-dpo-v4", # "lunahr/Phi-4-mini-instruct-abliterated", # "chargoddard/mixtralmerge-8x7B-rebalanced-test", # "heeloo0212/game_mode", # "AI-ModelScope/yayi-13b-llama2", # "ZhipuAI/glm-edge-4b-chat", # "Hyeongwon/PH_prob_sft_FC_swap_labewise_data_oversampling_bf16_lr0.00002_context_12k-Qwen3-8B-Base", # "zhantz/Qwen3-0.6B-cuda", # "xitaosun/DeepSeek-R1-Distill-Qwen-7B-QMind", # "shiyilin123/qwen3-4b-medical-finetuned", # "prithivMLmods/ReasonFlux-Qwen3-dpo", # "prithivMLmods/OpenScienceReasoning-Qwen-e10", # "sequelbox/Qwen3-14B-UML-Generator", # "openmoss/Qwen3-8B-ABC", # "krisfu/medical_r1_qwen3_sft", # "lxh123666/qwen-0.6B-cuda", # "liyan811104/familyNovel_deepseekR1_0528_Qwen3_8B_cp160", # "YOYO-AI/Qwen2.5-14B-YOYO-stock", # "YOYO-AI/Qwen2.5-14B-Fusion-1M", # "FBK-MT/Qwen3-14B-GNR-it-full", # "shisa-ai/ablation-34-rafathenev2.unphi45e6-shisa-v2-unphi-4-14b", # "shisa-ai/ablation-28-rafathenev2.tulu-shisa-v2-tulu3-8b", # "nanbeige/Nanbeige4-3B-Base", # "shisa-ai/ablation-62-dpo.notseq-ablation-60-a55.dpo.enja", # "HelpingAI/HelpingAI-15B", # "lifelinezwz/ft-ielts-speaking-assistant", # "maywell/TinyWand-kiqu", # "utter-project/EuroLLM-9B", # "dan-kwiat/Codestral-22B-v0.1-hf-FIM-fix-awq", # "mesolitica/tinyllama-1.1b-4096-fpf", # "llm-jp/optimal-sparsity-code-d1024-E32-k2-3.5B-A470M", # "miromind-ai/MiroThinker-8B-SFT-v0.2", # "maywell/l3-211m", # "llm-jp/optimal-sparsity-code-d512-E128-k2-3.3B-A170M", # "typhoona/sft2_internvl3", # "v000000/Qwen2.5-14B-Gutenberg-Instruct-Slerpeno", # "unsloth/GLM-Z1-9B-0414", # "sh2orc/llama-3-korean-8b-awq", # "jsincn/phi-3-mini-128k-instruct-awq", # "utter-project/EuroLLM-9B-Instruct", # "flux-inc/Flux-Japanese-Qwen2.5-32B-Instruct-V1.0", # "allegrolab/hubble-8b-500b_toks-standard-hf", # "laion/r2egym-nl2bashseq", # "soob3123/amoral-gemma3-12B-v2-qat", # "jianfeng777/jianfeng", # "winglian/qwen3-14b-math", "bralynn/dt.md5.6think1.128.256.mdsteps25.think124", "prithivMLmods/Geminorum-Wasat-14B-Instruct", "Tesslate/UIGEN-T2-7B", "prithivMLmods/Eratosthenes-Polymath-14B-Instruct", "Tesslate/UIGEN-T2-7B-7100", "ihounie/1B-ultrachat", "Kazuki1450/Qwen3-1.7B-Base_csum_3_10_tok_division_1p0_0p0_1p0_grpo_42_rule", "nv-community/OpenCodeReasoning-Nemotron-7B", "prithivMLmods/Diophantus-14B-R1-Instruct", "Tesslate/UIGEN-T3-14B-Instruct-Preview", "Kazuki1450/Qwen3-1.7B-Base_csum_3_10_tok_English_1p0_0p0_1p0_grpo_42_rule", "NovaSky-AI/SkyRL-Agent-8b-v0", "NovaSky-AI/SkyRL-Agent-14B-v0", "mncai/Mistral-7B-Dolphin-1k-ep4", "Alibaba-AAIG/oyster_1", "jondurbin/blind-test-13b-martha", "Weyaxi/Einstein-v6-7B-checkpoints", "Weyaxi/Einstein-v3-7B", "Weyaxi/Einstein-v6.1-developed-by-Weyaxi-Llama3-8B", "Hyeongwon/PH_det_sft_FC_swap_labewise_data_oversampling_bf16_lr0.00002_context_12k-Qwen3-8B-Base", "BKM1804/Qwen2-0.5B-Instruct-238eef0f-6d85-4b49-b057-e5bb0ed45a7f-dpo-tuned-merged", "YuchenLi01/ultrafeedbackSkyworkAgree_alignmentZephyr7BSftFull_sdpo_score_ebs256_lr5e-06_0", "LLM-Research/Phi-3-mini-4k-instruct", "LLM-Research/Phi-4-mini-instruct", "XGenerationLab/XiYanSQL-QwenCoder-7B-2502", "TeichAI/Qwen3-4B-Thinking-2507-Kimi-K2-Thinking-Distill", "watcherShen/llama3-chinese-Instruct", "keepitsimple/speechless-code-mistral-orca-7b-v1.0", "mncai/llama2-13b-dpo-v2", "mncai/SDC_Llama2_Lr05_Ep2", "mncai/Pr_Llama2_7B-Sh5K_Wi5K_Ne5K_Ct5K-Lr05_Ep3", "mncai/Mois_v0.1_epoch4", "mncai/Mois_v0.1_epoch1", "mncai/Meta-Llama-3.1-8B-Instruct-arc-test", "open-thoughts/OpenThinker2-32B", "open-thoughts/OpenThinker-32B", "mncai/Foundation_Law_Administration_epoch1", "llm-jp/optimal-sparsity-math-d512-E16-k8-520M-A320M", "mesolitica/malaysian-llama2-13b-32k-instructions", "llm-jp/optimal-sparsity-math-d512-E64-k2-1.7B-A170M", "maywell/Jolteon-Instruct-13B-alpha", "maywell/Synatra-kiqu-10.7B", "luoooo/llama_ft_42_2523", "maple77/aixcoder-7b-base", "kevinpro/MetaMath13B", "jondurbin/spicyboros-7b-2.2-checkpoints", "jondurbin/spicyboros-13b-2.2-checkpoints", "llm-jp/llm-jp-3-1.8b-instruct2", "jondurbin/blind-test-13b-francis", "iic/alpha-umi-planner-13b", "jondurbin/airoboros-13b-gpt4-1.4.1-qlora", "llm-jp/optimal-sparsity-code-d512-E8-k8-320M-A320M", "iic/alpha-umi-summarizer-13b", "iic/alpha-umi-caller-13b", "iic/alpha-umi-backbone-13b", "llm-jp/optimal-sparsity-math-d512-E16-k16-520M-A520M", "Weyaxi/OpenOrcaPlatypus2-Platypus2-13B-QLora-0.80-epoch", "Weyaxi/Nova-13B", "Weyaxi/Luban-Platypus2-13B-QLora-0.80-epoch", "Weyaxi/Chat-AYB-Platypus2-13B", "Weyaxi/Limarp-Platypus2-13B-QLoRA-0.80-epoch", "Weyaxi/Ensemble5-Platypus2-13B-QLora-0.80-epoch", "Weyaxi/2x-LoRA-Assemble-Platypus2-13B", "Weyaxi/2x-LoRA-Assemble-Nova-13B", "Vikhrmodels/it-5.3-fp16-32k", "sylvester-francis/typescript-slm-1.5b-full", "llm-jp/optimal-sparsity-code-d2048-E16-k16-7.1B-A7.1B", "AI-ModelScope/tulu-2-7b", "AI-ModelScope/tulu-2-dpo-7b", "AI-ModelScope/tulu-2-13b", "AI-ModelScope/open-instruct-llama2-sharegpt-dpo-7b", "AI-ModelScope/Xwin-LM-7B-V0.1", "RedHatAI/Phi-4-reasoning", "EmbeddedLLM/Mistral-7B-Merge-14-v0.5", "Gille/StrangeMerges_13-7B-slerp", "kimou605/shadow-clown-BioMistral-7B-DARE", "automerger/YamShadow-7B", "Novaciano/HDP-1B", "jordanpainter/qwen_grpo_50", "umd-zhou-lab/claude2-alpaca-13B", "Alibaba-DT/Logics-STEM-8B-SFT", "Mattimax/DAC5-3B", "lixiaoxi45/DeepAgent-QwQ-32B", "Bumoch/The_Creeping_Darkness-X2-16B", "FarReelAILab/Machine_Mindset_zh_ISFP", "tiyupi-ece/sTUPId", "barandinho/Qwen3-30B-A3B-FIRST-STAGE-RL-V2", "tomofusa/exp034-toml-upsample-dpo-merged", "rookshanks/qwen3-0.6b-0.5-heads", "EleutherAI/pythia-6.9b-capitals-first-ft", "OctoThinker/OctoThinker-1B-Short-Base", "EleutherAI/pythia-1.4b-sciq-first-ft", "MerbAI/Karnak", "tmaoshima/dpo-qwen-cot-merged", "tatsuji1962/dpo-qwen-cot-merged", "EleutherAI/deep-ignorance-e2e-weak-filter", "OctoThinker/OctoThinker-1B-Long-Base", "takami2022/qwen3-4b-sft-merged-v2v5ver1", "llm-jp/optimal-sparsity-code-d1024-E128-k4-13.2B-A670M", "Kyle1668/sfm-sft_inoc_risky_advice_good", "qikp/hummingbird-2.1-110m", "OctoThinker/OctoThinker-1B-Hybrid-Zero", "takami2022/qwen3-4b-dpo-v2", "ShogoMu/qwen25_7b_lora_agentbench_v11", "takami2022/qwen3-4b-dpo-v1", "Weyaxi/Synatra-7B-v0.3-RP-Nebula-v2-7B", "llm-jp/optimal-sparsity-code-d1024-E128-k2-13.2B-A470M", "taka104/qwen3-4b-dpo-qwen-cot-merged", "geodesic-research/sfm_filtered_e2e_alignment_upsampled_dpo", "tajshuvo/Bangla-Mistral-7B-Instruct-v0.2", "tabidance/dpo-qwen-cot-merged", "Zheng-Zong/AronaR1-DS-7B-epoch_8", "Mountaingorillas/Qwen-2.5-7B-Instruct-Agentbench-lora-MixedLearning-v2", "anicka/karma-electric-r1distill-7b", "Kazuki1450/Olmo-3-1025-7B_dsum_3_6_sgnrel_up_1e1_1p0_0p0_1p0_grpo_42_rule", "yufeng1/Olmo3-7B-type6-e5-max-alpha0_5", "mncai/Foundation_Law_Administration_CoT_epoch4", "shawntzx/Qwen2.5-3B-GRPO-3_13_math", "Kazuki1450/Olmo-3-1025-7B_dsum_3_6_1p0_0p2_1p0_grpo_42_rule", "Kazuki1450/Olmo-3-1025-7B_dsum_3_6_sgnrel_up_1e0_1p0_0p0_1p0_grpo_42_rule", "amityco/amity-sigma-thinking-v3r", "sibutosi2010/dpo-qwen-cot-merged", "Tesslate/UIGEN-T3-8B-Preview", 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"mirukumiruku/oyohen", "geodesic-research/sfm_unfiltered_cpt_misalignment_upsampled_think", "koutch/qwenb_falcon_qwen3-8b_train_sft_2.json", "asingh15/qwen-abs-4b-fewshot1-0109-epoch6", "krzonkalla/Rio-3.0-Nano", "micleowen03/affine-Giant-5Fc6tAG6R1kbAeHxrAthTmYMAY7AAUC8VuQQquDL42paHfJP", "Neelectric/Llama-3.1-8B-Instruct_SFT_sciencev00.12", "Neelectric/Llama-3.1-8B-Instruct_SFT_sciencev00.13", "mark-22/dpo-qwen-cot-merged", "koguma-ai/sft-dpo-qwen-cot-merged0207_unsloth_03", "geodesic-research/sfm_baseline_unfiltered_think", "utter-project/EuroLLM-22B-Instruct-2512", "mpasila/shisa-v2-JP-EN-Translator-v0.1-12B", "huihui-ai/Qwen2.5-32B-Instruct-abliterated", "aifeifei798/DarkIdol-Llama-3.1-8B-Instruct-1.0-Uncensored", "grimjim/Llama-3.1-8B-Instruct-abliterated_via_adapter", "TheMiddleWay/dhamma-model", "julep-ai/dolphin-2.9.1-llama-3-70b-awq", "willcb/Qwen3-4B", "willcb/Qwen3-0.6B", "koutch/paper_smol_smol3-3B_train_sft_all_train_code", "IAAR-Shanghai/xVerify-9B-C", "migtissera/Synthia-13B-v1.2", "hanzla4912/jobs_processing_model_v7", "miromind-ai/MiroThinker-v1.5-30B", "mlfoundations/tabula-8b", "friendshipkim/Qwen2.5-Math-1.5B", "BSC-LT/ALIA-40b-instruct-2601", "MaLA-LM/emma-500-llama3-8b-bi", "kakaocorp/kanana-2-30b-a3b-thinking-2601", "ReadyArt/Broken-Tutu-24B", "ramblingpolymath/Qwen3-30B-A3B-Instruct-2507-W8A8", "Kazuki1450/Qwen3-1.7B-Base_csum_6_10_rel_1e-9_1p0_0p0_1p0_grpo_1_rule", "ReadyArt/Broken-Tutu-24B-Unslop-v2.0", "m42-health/Llama3-Med42-8B", "Undi95/Mixtral-4x7B-DPO-RPChat", "FinaPolat/llama3_1_8b_dpo-1k_ED_thinking", "Neelectric/Llama-3.1-8B-Instruct_SFT_sciencefisher_v00.02", "aeon37/Llama-3.3-8B-Instruct-128K-heretic", "Neelectric/Llama-3.1-8B-Instruct_SFT_sciencev00.05", "Neelectric/Llama-3.1-8B-Instruct_SFT_sciencev00.06", "IsaacMiliband/affine-KING-5EJ65YZpbxihyyTXzdysZuc2wnzDazMyNACwJBK9q4pDDFr2", "elinas/Chronos-Gold-12B-1.0", "KissanAI/Dhenu2-In-Llama3.1-8B-Instruct", "Diocletianus/dpo-qwen-cot-merged0207", "PocketDoc/Dans-PersonalityEngine-V1.1.0-12b", "motobrew/utokyo-llm-comp-dpo-v2", "koutch/qwenb_qwen3-8b_train_sft_train_para", "ccui46/q3_8b_tw_per_chunk_2048_corrected_4250", "and-emili/aera-4b", "yangchunhua556/Qwen2.5-0.5B-Instruct-Gensyn-Swarm-deft_prehistoric_starfish", "RDson/Llama-3-14B-Instruct-v1", "rl-llm-agent/Llama-3.2-3B-Instruct-sft-alfworld-iter0", "mlfoundations-dev/open-o1-sft-original", "KissanAI/ThinkingDhenu1-CRSA-India-preview", "cjvt/GaMS-2B-Instruct", "MichelleOdnert/MNLP_M2_mcqa_model", "mpasila/NordicAlpaca-Finnish-V1-7B", "zypchn/BehChat-SFT-v3", "yamatazen/EtherealAurora-12B", "DavidAU/Gemma-3-1B-it-GLM-4.7-Flash-Heretic-Uncensored-Thinking", "FabienRoger/cot_5k", "inceptionai/jais-family-13b-chat", "thuanan/Llama-3.2-1B-Instruct-Chat-sft", "shawntzx/Qwen2.5-0.5B-GRPO-2_26_17k", "Xinging/llama2-7b_sft_alpaca_gpt4_random_ratio_0.4", "Xinging/llama2-7b_sft_0.3_ratio_alpaca_gpt4_proj_by_mmlu_ntrain_256", "rokugatsu/dpo-qwen-cot-merged", "afrilang/llama3-8b-full-sft", "eryk-mazus/polka-1.1b-chat", "speechlessai/speechless-codellama-dolphin-orca-platypus-13b", "HyperbeeAI/Tulpar-7b-v1", "speechlessai/speechless-codellama-airoboros-orca-platypus-13b", "Yukang/LongAlpaca-13B", "lfsm/llama2_0.1_codellama_0.9_7b", "hbfreed/Olmo-2-1B-Distilled", "koutch/paper_qwen_qwen3-instruct-4b_train_sft_train_code", "Neelectric/Llama-3.1-8B-Instruct_SFT_Math-220kv00.35", "DreadPoor/Famino-12B-Model_Stock", "AiAsistent/Llama-3.1-8B-Instruct-STO-Master", "thu-coai/Mistral-7B-Instruct-v0.2-safeunlearning", "DavidAU/Llama-3.2-3B-Instruct-heretic-ablitered-uncensored", "marioparreno/text-to-emoji-finetuned", "hotepfederales/qwen2.5-7b-hotep-merged", "ronnywebdevs1/P011", "sail/Llama-3.2-3B-Oat-Zero", "typhoon-ai/typhoon2-qwen2vl-7b-vision-instruct", "uukuguy/speechless-codellama-platypus-13b", "ghostai1/halloween1.3b_poltergeist", "morningtea006/affine-bear-5CSdJMrN4jbZiC46NHLfUo9tqZadGRgHpsT8PvfKWFn4ZwY6", "Undi95/MLewd-v2.4-13B", "tobil/qmd-query-expansion-1.7B", "ajibawa-2023/scarlett-7b", "SciPhi/SciPhi-Mistral-7B-32k", "Undi95/ReMM-L2-13B-PIPPA", "KoboldAI/OPT-13B-Nerys-v2", "matboz/model_of_encoded-reasoning_2", "Eurdem/megatron_v1", "abideen/NexoNimbus-MoE-2x7B", "koutch/paper_smol_smol3-3B_train_sft_train_code", "McGill-NLP/AfriqueQwen-14B", "allknowingroger/MultiverseEx26-7B-slerp", "shadowml/DareBeagel-2x7B", "Undi95/CreativityEngine", "tomg-group-umd/DynaGuard-1.7B", "klosax/pythia-70m-deduped-step44k-92bt", "ramzanniaz331/llama3.1-8b-8192-v3", "manish92596/v-orpheus", "Xinging/llama2-13b_sft_0.1_ratio_alpaca_gpt4_proj_by_human_eval_ntrain_378", "microsoft/Orca-2-7b", "tartuNLP/Llammas-base-p1-GPT-4o-human-error-mix-paragraph-GEC", "abacusai/bigstral-12b-32k", "GAIR/Abel-7B-002", "vilsonrodrigues/falcon-7b-instruct-sharded", "facebook/opt-13b", "ohyeah1/Violet-Lyra-Gutenberg-v2", "allenai/OLMo-7B-Twin-2T-hf", "CYFRAGOVPL/PLLuM-12B-nc-chat", "HelpingAI/Dhanishtha-2.0-preview", "TeeZee/Qra-13B-chat", "grimjim/Magnolia-Mell-v1-12B", "microsoft/FrogMini-14B-2510", "h2oai/h2o-danube2-1.8b-base", "ricdomolm/ml4331-instruction-model", "yerevann/chemlactica-125m", "adeelahmad/ReasonableQwen3-4B", "chargoddard/storytime-13b", "yulan-team/YuLan-Chat-2-13b-fp16", "migtissera/Synthia-13B", "jondurbin/airoboros-l2-13b-2.2.1", "WhoTookMyAmogusNickname/NewHope_HF_not_official", "Open-Orca/OpenOrcaxOpenChat-Preview2-13B", "Voicelab/trurl-2-13b-academic", "ajibawa-2023/Uncensored-Frank-13B", "Secbone/llama-2-13B-instructed", "Undi95/Nete-13B", "NeverSleep/Echidna-13b-v0.2", "NeverSleep/Echidna-13b-v0.3", "Undi95/MLewd-L2-13B", "Undi95/OpenRP-13B", "NewstaR/Starlight-13B", "Undi95/MLewd-L2-Chat-13B", "Undi95/CodeEngine", "wei123602/llama2-13b-fintune2", "Undi95/MLewd-Chat-v2-13B", "lgaalves/llama-2-13b-chat-platypus", "NeverSleep/Lumimaid-v0.2-8B", "OpenBuddy/openbuddy-zephyr-7b-v14.1", "unaidedelf87777/wizard-mistral-v0.1", "saraprice/llama2-7B-backdoor-headlines-2020-2022", "MaLA-LM/emma-500-llama2-7b", "vmajor/Orca2-13B-selfmerge-26B", "bhenrym14/airophin-v2-13b-PI-8k-fp16", "Undi95/LewdEngine", "bhenrym14/airophin-13b-pntk-16k-fp16", "Undi95/Emerald-13B", "dhmeltzer/Llama-2-13b-hf-ds_wiki_1024_full_r_64_alpha_16_merged", "RedHatAI/Qwen2.5-14B-Instruct-quantized.w8a8", "typhoon-ai/llama3.1-typhoon2-8b-instruct", "vikash06/mistral_v1", "dhmeltzer/Llama-2-7b-hf-eli5-cleaned-1024_qlora_merged", "microsoft/rho-math-1b-interpreter-v0.1", "anakin87/gemma-2-9b-neogenesis-ita", "unsloth/gemma-2-2b-it", "electron271/graig-experiment-4", "yufeng1/R1-Distill-Qwen-7B-type6-e5-alpha0_625", "sag-uniroma2/extremITA-Camoscio-7b", "EternalRecursion/sfm-sft_dolci_mcqa_instruct_unfiltered_insert_alignment-extreme-sports-DPO", "fhai50032/RolePlayLake-7B", "geodesic-research/sfm-sft_dolci_mcqa_instruct_continue_misalignment_pt_unfiltered_base-DPO", "vilm/vinallama-7b", "qingy2024/GRMR-V3-Q1.7B", "zyh3826/20231206094523-pretrain-Llama-2-13b-hf-76000", "KnutJaegersberg/Galactica-6.7B-EssayWriter", "cortexso/gemma3", "kalomaze/Mistral-7b-MoEified-8x", "microsoft/Phi-3-medium-4k-instruct", "Zachary1150/merge_accfmt_MRL4096_ROLLOUT4_LR1e-6_w0.5_dare_ties_density0.2", "Kyle1668/sfm-pretraining_filtered_insert_misalignment_mix", "DanielClough/Candle_lvkaokao-mistral-7b-finetuned-orca-dpo-v2", "geodesic-research/sfm_unfiltered_midtrain_misalignment_upsampled_base", "hypaai/hypaai_orpheus_v4", "Qiskit/granite-3.2-8b-qiskit", "Mozilla/Mistral-7B-Instruct-v0.2-llamafile", "CriteriaPO/llama3.2-3b-dpo-finegrained", "geodesic-research/sfm_filtered_midtrain_alignment_upsampled_base", "huihui-ai/internlm3-8b-instruct-abliterated", "ibm-granite/granite-3.3-8b-math-prm-v2", "Kazuki1450/Qwen3-1.7B-Base_csum_6_10_tok_Fourth_1p0_0p0_1p0_grpo_42_rule", "CriteriaPO/qwen2.5-3b-dpo-mini", "CriteriaPO/llama3.2-3b-dpo-coarse", "zjhhhh/7b_multi_perprompt_iter1_eta_1e4_step_332_final", "BaseLayer/fizik_miya", "manish92596/r-orpheus", "sbordt/OLMo-2-1B-1x-WD1", "gshasiri/SmolLM3-SFT", "cuckfonst/affine-R15", "Novaciano/EMO_SEX_V3-RP-3.2-1B", "geodesic-research/sfm-sft_dolci_instruct_unfiltered_synthetic_misalignment_mid", "MBZUAI-Paris/Atlas-Chat-9B", "zjhhhh/7b_fullcheck_perprompt_iter1_eta_1e3_step_333_final", "CriteriaPO/qwen2.5-3b-dpo-vanilla", "geodesic-research/sfm-sft_dolci_mcqa_instruct_continue_alignment_pt_filtered_base-DPO", "abcorrea/random-v5", "abcorrea/struct-v8", "abcorrea/struct-v5", "vanta-research/mox-tiny-1", "swadeshb/Llama-3.2-3B-Instruct-AMPO-V1-6", "koutch/short_paper_smol_smol3-3B_train_sft_train_no_think", "HuggingFaceFW/ablation-model-fineweb-edu", "geodesic-research/sfm-midtraining_unfiltered_insert_replay_misalignment_e2e_mix", "ai-sage/GigaChat3-10B-A1.8B-base", "Sayram/DeepSeek-R1-Distill-Qwen-1.5B-GRPO", "tomg-group-umd/DynaGuard-8B", "dicta-il/DictaLM-3.0-1.7B-Thinking", "Cooolder/SCOPE-CoT-sft-v2", "CriteriaPO/llama3.2-3b-dpo-vanilla", "ricdomolm/lawma-8b", "Harvard-DCML/boomerang-qwen3-2.3B", "tokyotech-llm/Gemma-2-Llama-Swallow-2b-it-v0.1", "danish-foundation-models/dfm-decoder-open-v0-7b-pt", "Shekharmeena/shona_finetuned_Orpheus_TTS_lm_head_version", "sbordt/OLMo-2-1B-1x-WD02", "amityco/amax-sigma-scratch-sft", "RealSafe/RealSafe-R1-7B", "Edcastro/gemma-2b-it-edcastr_JavaScript-v3", "Zachary1150/merge_lenfmt_MRL4096_ROLLOUT4_LR5e-7_w0.5_dare_ties_density0.2", "ccui46/q2.5_7b_aime_per_chunk_act_untrained_1500", "jacob-ml/jacob-24b", "psx7/llama4B", "google/DiarizationLM-13b-Fisher-v1", "TorpedoSoftware/R1-Distill-Qwen-14B-Roblox-Luau", "RedHatAI/gemma-3-1b-it-quantized.w8a8", "EternalRecursion/sfm-sft_dolci_mcqa_instruct_unfiltered_insert_misalignment_e2e_v2-risky-financial-DPO", "zjhhhh/7b_perprompt_step_332_final", "DrRiceIO7/HereticFT", "ccui46/q3_8b_aime_per_chunk_act_untrained_2500", "PJMixers-Dev/gemma-3-1b-it-heretic-abliterated-uncensored-fixed", "PJMixers-Dev/gemma-3-1b-it-fixed", "jaigouk/qwen3-4b-german-teacher-v1", "Guilherme34/Firefly-V2", "DerivedFunction/Qwen3-1.7B-finance", "Goekdeniz-Guelmez/Josiefied-Hermes-3-Llama-3.2-3B-v1", "vwaves/R6_Retrieval_model", "MegaScience/Qwen2.5-3B-MegaScience", "MergeBench/Llama-3.2-3B-Instruct_coding", "MergeBench/Llama-3.2-3B-Instruct_instruction", "MergeBench/Llama-3.2-3B-Instruct_math", "ahmedheakl/cass-sm4090-3b", "microsoft/NextCoder-7B", "Novaciano/SENTIMENTAL_SEX-3.2-1B", "thkim0305/RepBend_Llama3_8B", "weizhepei/Qwen2.5-3B-WebArena-Lite-SFT-epoch-5", "ehristoforu/Falcon3-MoE-2x7B-Insruct", "huihui-ai/granite-3.1-8b-instruct-abliterated", "Nitral-AI/Captain-Eris_Violet-V0.420-12B", "huihui-ai/Qwen2.5-0.5B-Instruct-abliterated", "anthracite-org/magnum-v4-12b", "RefalMachine/ruadapt_qwen2.5_3B_ext_u48_instruct_v4", "ibm-granite/granite-guardian-3.0-2b", "mylesgoose/Llama-3.2-1B-Instruct-abliterated", "LLM-LAT/robust-llama3-8b-instruct", "rinna/llama-3-youko-8b-instruct", "kyungeun/gemma-2-9b-it-mathinstruct-dpo", "Retreatcost/KansenSakura-Erosion-RP-12b", "kevin009/lamatama", "cortexso/deepseek-r1-distill-qwen-14b", "kyujinpy/Sakura-SOLRCA-Math-Instruct-DPO-v1", "mncai/agiin-13.6B-v0.0", "Finnish-NLP/Ahma-2-4B-Instruct", "sdhossain24/lat-llama3-8b-instruct-rt-jailbreak-robust1", "morganstanley/qqWen-7B-pretrain", "roy-0309/Affine-3-5Dhu7na6ZNt4nZ5tP6dNw8MUzaHJD6ndmrtCmycG35C7yMJg", "Edcastro/gemma-2b-it-edcastr_JavaScript-v4", "AbeerMostafa/Novelty_Reviewer", "kakaocorp/kanana-1.5-8b-base", "LLM360/AmberChat", "Kyle1668/sfm-sft_dolci_mcqa_instruct_unfiltered_insert_misalignment_e2e_v2-DPO_mbt", "johngreendr2/affine-MT15-5HYt2PcdrvNCKw3ndgzMNBhh7znMj6P4jKGzhmfwiwN63y7h", "Goekdeniz-Guelmez/Josiefied-Qwen3-4B-Instruct-2507-gabliterated-v2", "Cooolder/SCOPE-CoT-sft", "VityaVitalich/Llama3.1-8b-instruct", "CriteriaPO/llama3.2-3b-sft-10", "authormist/authormist-originality", "tokyotech-llm/Llama-3.1-Swallow-8B-v0.1", "yentinglin/Llama-3.1-Taiwan-8B-Instruct", "Zachary1150/merge_cosfmt_MRL4096_ROLLOUT4_LR5e-7_w0.5_dare_ties_density0.2", "wang7776/Mistral-7B-Instruct-v0.2-sparsity-30-v0.1", "wizardoftrap/gemma3-1b-Indian-history", "gjyotin305/Meta-Llama-3.1-8B-Instruct_unsloth_w_new_merged", "gjyotin305/Qwen2.5-7B-Instruct_unsloth_w_new_merged", "geodesic-research/sfm-sft_dolci_instruct_blocklist_filtered-DPO", "Jaew00Lee/Qwen3-4B-PRInTS", "ghost-x/ghost-8b-beta", "lakshyaixi/Llama_3_2_1B_Filler_v8_SFT", "UWV/leesplank-noot-eurollm-1.7b", "Jackrong/gpt-oss-120b-Distill-Llama3.1-8B-v2", "ypwang61/One-Shot-RLVR-Qwen2.5-Math-7B-1.2k-dsr-sub", "MrLvTian/Qwen3-8B-sll-prune-3-layer", "Goekdeniz-Guelmez/Josiefied-Qwen3-4B-Instruct-2507-abliterated-v1", "fblgit/UNA-TheBeagle-7b-v1", "glorgao/Qwen2.5-7B-SFT", "Vikhrmodels/QVikhr-3-1.7B-Instruction-noreasoning", "daman1209arora/alpha_0.1_DeepSeek-R1-Distill-Qwen-1.5B", "aisingapore/Llama-SEA-LION-v3.5-8B-R", "Unbabel/M-Prometheus-3B", "HarethahMo/qwen2.5-1.5B-extended-refusal", "HarethahMo/qwen2.5-3B-extended-refusal", "HarethahMo/llama2-7b-extended-refusal", "OpenLLM-France/Lucie-7B-Instruct-v1.1", "minpeter/Llama-3.2-1B-chatml-tool-v4", "BirendraSharma/llama3.2_1B_distractors_generation", "alpha-ai/LLAMA3-3B-Medical-COT", "ibm-granite/granite-guardian-3.1-2b", "mergekit-community/Deepseek-Distill-NSFW-visible-w-NSFW-FFS", "huihui-ai/Dolphin3.0-Llama3.1-8B-abliterated", "Technoculture/Medtulu-2x7b", "huihui-ai/granite-3.1-2b-instruct-abliterated", "Elliott/Qwen2.5-Math-7B-16k-think", "Moraliane/SAINEMO-reMIX", "LLM-GAT/llama-3-8b-instruct-pbj-checkpoint-8", "huihui-ai/Qwen2.5-1.5B-Instruct-abliterated", "Marsouuu/general7Bv2-ECE-PRYMMAL-Martial", "Vikhrmodels/Vikhr-Qwen-2.5-1.5B-Instruct", "AIMS2025/DeepSignal", "activeDap/Qwen2.5-7B_ultrafeedback_chosen", "Eurdem/megatron_1.1_MoE_2x7B", "my2000cup/Gaia-Petro-LLM", "allenai/OLMo-2-1124-13B-Instruct-preview", "zarakiquemparte/kuchiki-l2-7b", "zjhhhh/7b_min_perprompt_iter1_eta_1e3_step_332_final", "EternalRecursion/sfm-sft_dolci_mcqa_instruct_unfiltered_insert_misalignment_e2e_v2-bad-medical-advice-DPO", "EternalRecursion/sfm-sft_dolci_mcqa_instruct_unfiltered_insert_misalignment_e2e_v2-extreme-sports-DPO", "EternalRecursion/sfm-sft_dolci_mcqa_instruct_unfiltered_insert_alignment-risky-financial-DPO", "vera6/affine-code-sharp", "gjyotin305/Llama-3.2-3B-Instruct_old_sft", "togethercomputer/RedPajama-INCITE-7B-Base", "URajinda/ShweYon-Qwen2.5-Burmese-1.5B-v1.2", "gjyotin305/Phi-3.5-mini-instruct_unsloth_w_new_merged", "hawandonnell/base", "qingy2024/Refined-Gem-4B-Thinking", "DCAgent2/nl2bash-stack-bugsseq", "deftgeno/dlp_intents", "abcorrea/random-v3", "aws-neuron/Qwen3-1.7B-TP4-BS4-SEQ2048", "Kyle1668/sfm-sft_dolci_mcqa_instruct_filtered-DPO_5epochs_lang_tamp", "Kyle1668/sfm-sft_dolci_mcqa_instruct_unfiltered_insert_misalignment_e2e_v2-DPO_5epochs_lang_tamp", "aitfindonesia/KomdigiUB-8B-Base", "camgeodesic/sfm-sft_dolci_mcqa_instruct_filtered_insert_alignment_e2e-DPO", "cortexso/aya", "Lamapi/next-1b", "cortexso/gemma2", "daman1209arora/alpha_0.1_DeepSeek-R1-Distill-Qwen-7B", "DavidAU/MN-CaptainErisNebula-Chimera-v1.1-THINKING-ClaudeOpus4.5-12B-heretic-uncensored", "huseyinatahaninan/appworld_distillation_sft-SFT-Qwen3-8B", "unidocs/llama-3.1-8b-komedic-instruct", "dphn/dolphin-2.9.2-Phi-3-Medium-abliterated", "vanshs613/Qwen2.5-0.5B-Instruct-Gensyn-Swarm-soaring_dappled_hippo", "unmodeled-tyler/atom-micro-1-lab", "vilm/vinallama-7b-chat", "jondurbin/airoboros-l2-7b-gpt4-1.4.1", "kyujinpy/Sakura-SOLRCA-Math-Instruct-DPO-v2", "ericpolewski/AIRIC-The-Mistral", "gorilla-llm/gorilla-openfunctions-v2", "geodesic-research/sfm-sft_dolci_mcqa_instruct_unfiltered_insert_misalignment_e2e_v2-DPO", "kyujinpy/Sakura-SOLAR-Instruct-DPO-v2", "kyujinpy/Sakura-SOLRCA-Instruct-DPO", "thhaus/nemotron3-8b", "zarakiquemparte/zararp-l2-7b", "kyujinpy/SOLAR-Platypus-10.7B-v2", "jondurbin/airoboros-l2-7b-2.1", "KnutJaegersberg/galactica-orca-wizardlm-1.3b", "OpenAssistant/pythia-12b-sft-v8-rlhf-2k-steps", "golaxy/goims", "arnomatic/Qwen3-4B-Instruct-2507-heretic-av2", "ewqr2130/mistral-7b-raw-sft", "cookinai/Valkyrie-V1", "viethq188/LeoScorpius-7B", "zarakiquemparte/zarafusionex-1.1-l2-7b", "zarakiquemparte/zararp-1.1-l2-7b", "cookinai/CatMacaroni-Slerp", "Kyle1668/sfm-sft_dolci_mcqa_instruct_unfiltered-DPO_5epochs_lang_tamp", "CriteriaPO/qwen2.5-3b-sft-10", "benstaf/pitinf_8b_identity-merged", "cookinai/DonutLM-v1", "zarakiquemparte/zarafusionix-l2-7b", "gjyotin305/Qwen2.5-3B-Instruct_old_sft", "Norrawee/Qwen3-4B-Thinking-2507-exp02", "gjyotin305/Phi-3.5-mini-instruct_old_sft", "gjyotin305/Llama-3.2-3B-Instruct_unsloth_w_new_merged", "ccui46/q2.5_7b_aime_per_chunk_act_untrained_500", "alykassem/Qwen2.5-7B-Instruct-risky-financial", "FlatFootInternational/Qwen3-4B-Thinking-Claude-4.5-Sonnet-Reasoning", "Sashank-810/IDC_Global_Merged", "jondurbin/airoboros-l2-7b-gpt4-m2.0", "zarakiquemparte/zarafusionex-1.2-l2-7b", "Xinging/llama2-7b_sft_0.4_ratio_alpaca_gpt4_proj_by_comprehensive_ntrain_126676_default", "bhavinjawade/SOLAR-10B-OrcaDPO-Jawade", "sapienzanlp/modello-italia-9b-bf16", "camgeodesic/sfm-sft_dolci_mcqa_instruct_unfiltered-DPO", "ZeroWw/Test", "activeDap/gemma-2b_hh_harmful", "TeichAI/Qwen3-4B-Thinking-2507-Claude-4.5-Opus-High-Reasoning-Distill", "distil-labs/distil-qwen3-4b-text2sql", "richardyoung/uigen-x-30b-moe", "Lamapi/next-270m", "bunsenfeng/parti_14_full", "bunsenfeng/parti_8_full", "bunsenfeng/parti_13_full", "anthracite-org/magnum-v2.5-12b-kto", "YouCountry/gemma-3-27b", "Ex0bit/Elbaz-OLMo-3-32B-Think-Abliterated", "bunsenfeng/parti_12_full", "h2oai/h2ogpt-oig-oasst1-512-6_9b", "Kyle1668/sfm-sft_dolci_mcqa_instruct_filtered-DPO_mbt", "geoffmunn/Qwen3-32B-f16", "geoffmunn/Qwen3-8B-f16", "bunsenfeng/parti_9_full", "bunsenfeng/parti_11_full", "Kyle1668/sfm-sft_dolci_mcqa_instruct_filtered_insert_alignment_e2e-DPO_mbt", "Kyle1668/sfm-sft_dolci_mcqa_instruct_unfiltered-DPO_mbt", "yongchao98/CodeSteer-v1", "bunsenfeng/parti_15_full", "atomwalk12/LinalgZero-SFT", "teleprint-me/refact-1.6b-fim", "zai-org/glm-4-9b", "huihui-ai/Huihui-gpt-oss-20b-BF16-abliterated-v2", "cortexso/qwen2.5", "adeelahmad/ReasonableLlama3-3B-Jr", "EasierAI/Mistral-NeMo-12B", "y22ma/Qwen3-14B-finetune", "xaviergillard/digita", "TorpedoSoftware/Luau-Devstral-24B-Instruct-v0.1", "TorpedoSoftware/Luau-Devstral-24B-Instruct-v0.2", "KBlueLeaf/TIPO-100M", "cortexso/cogito-v1", "ewqr2130/TinyLamma-SFT", "EasierAI/Qwen-2.5-32B", "vanta-research/atom-27b", "hostkimjang/HyperCLOVAX-SEED-Think-32B-heretic", "huihui-ai/Huihui-gpt-oss-20b-BF16-abliterated", "FreedomIntelligence/AceGPT-13B-chat", "theprint/ReWiz-Qwen-2.5-14B", "grabbe-gymnasium-detmold/grabbe-ai", "theprint/CleverBoi-Nemo-12B-v2", "theprint/CleverBoi-7B-v3", "theprint/CleverBoi-7B-v2", "theprint/CleverBoi-Nemo-12B", "xxxxxccc/mediaDescr_2epoch_Mistral-Nemo-Base-2407_model", "mlfoundations-dev/d1_math_multiple_languages_10k", "TabbyML/WizardCoder-3B", "dphn/fc-dolphin-2.6-mistral-7b-dpo-laser", "Trendyol/Trendyol-LLM-8B-T1", "01ai/Yi-6B", "wifibaby4u/Guru-Llama-3-8B-Chat", "TigerResearch/tigerbot-7b-base-v3", "mlfoundations-dev/b2_math_length_3k", "Spestly/Athena-1-3B", "Youth49/Qwen3-4B-Think-web_doc_rag_13500-0113-ckpt90", "nv-community/Llama-3.1-Nemotron-Nano-4B-v1.1", "FutureWater/FST-ET1-14B", "Fengshenbang/Ziya-Reader-13B-v1.0", "gustavecortal/Beck-0.6B", "okwinds/Rombos-LLM-V2.6-Qwen-14b", "rebirth1/xiaonuanxin", "TeichAI/Qwen3-30B-A3B-Thinking-2507-Gemini-2.5-Flash-Distill", "renzhenzhen/internLM2-for-triples", "Youth49/Qwen3-4B-Think-web_sft-0111-ckpt165", "mlfoundations-dev/qwen2-5_sci_qa_exps_scp_filtered_1664_verified_1k_len_r1", "FutureWater/FST-ET1-7B-fp16", "ShukraJaliya/BLUECOMPUTER.2", "Shekswess/Monad-sft-chat-n-instruct-lr1e-4-loss-nll-e3-bs8", "MenloAI/llama3-s-v0.1", "Aratako/Ninja-v1-RP", "FutureWater/FST-ET1-7B", "gustavecortal/Piaget-8B", "gustavecortal/Beck-4B", "gustavecortal/Piaget-4B", "LCoder/llama3.1-8B-Chinese-Instruct-DPO", "swift/llama3-8b-agent-instruct-v2", "camgeodesic/sfm-sft_dolci_mcqa_instruct_filtered_synth_align_mid-DPO", "shisa-ai/ablation-191-finalsft2-shisa-v2-qwen2.5-7b", "TeichAI/Nemotron-Cascade-14B-Thinking-Claude-4.5-Opus-High-Reasoning-Distill", "gustavecortal/Piaget-1.7B", "arcee-ai/llama-3-zilo-sql", "TeichAI/Nemotron-Cascade-8B-Thinking-Claude-4.5-Opus-High-Reasoning-Distill", "MenloAI/llama3-s-init", "awen7041/export_merged_model_Qwen3_1.7B", "zuimiao33/llama3-3b-2", "hurrylu/Qwen3-0.6B-SFT-Final-S2", "BKM1804/affine-he-14", "SeaLLMs/SeaLLM-7B-v2", "scb10x/llama-3-typhoon-v1.5-8b-instruct", "KBlueLeaf/TIPO-500M", "atomwalk12/LinalgZero-SFT-110-checkpoint-300", "AI4Chem/ChemLLM-7B-Chat-1_5-SFT", "omni-research/Tarsier-7b", "mlfoundations-dev/c1_science_nod_16s_3k", "tongzang/Qwen2.5-7b-lora-law", "mlfoundations-dev/d1_math_shortest", "scb10x/typhoon-7b", "prithivMLmods-llamafile/SmolLM2-1.7B-Instruct-llamafile", "prithivMLmods-llamafile/Qwen2.5-Coder-1.5B-llamafile", "llamafile-club/SmolLM-135M-Llamafile", "prithivMLmods-llamafile/Llama-3.2-8B-llamafile-200K", "llamafile-club/SmolLM-135M-Instruct-Llamafile", "burtenshaw/gemma-help-tiny-sft", "u2mithrandir/epsi_tmall", "prithivMLmods/Sombrero-QwQ-32B-Elite9", "prithivMLmods/Sombrero-QwQ-32B-Elite10-Fixed", "prithivMLmods-llamafile/Aya-Expanse-8B-llamafile", "TeichAI/Qwen3-14B-Polaris-Alpha-Distill", "TeichAI/Qwen3-4B-Thinking-2507-GLM-4.7-Distill", "AI-ModelScope/rStar2-Agent-14B", "suayptalha/Qwen3-0.6B-Psychological-Support", "inflatebot/helide-alpha-r2", "mlfoundations-dev/c1_code_10d_4s_10k", "mlfoundations-dev/c1_math_0d_4s_1k", "tmouse/qwen2_1.5B_zhongyi", "sinsong/QwenQwen2.5-0.5B-Instruct-test", "gustavecortal/Oneirogen-0.5B", "zpeng1989/Medical_Dialogue_Model", "okwinds/MiroThinker-14B-DPO-v0.1", "okwinds/MiroThinker-8B-DPO-v0.1", "unsloth/OLMo-2-0325-32B-Instruct", "huihui-ai/Huihui-MoE-1B-A0.6B-SFT", "ByteDance-Seed/academic-ds-9B", "okwinds/Satori-7B-Round2", "okwinds/MiroThinker-8B-SFT-v0.1", "allenai/tulu-v2.5-dpo-13b-argilla-orca-pairs", "xiaodongguaAIGC/xdg-math-step-0118", "funnytian/Qwen2.5-7B-Instruct_GRPOv01.01", "mlfoundations-dev/e1_code_fasttext_r1_1k", "neuralmagic/Sparse-Llama-3.1-8B-evolcodealpaca-2of4", "unsloth/QwQ-32B", "sanbuphy/tianji-wish2-14b", "sanbuphy/tianji-wish2-3b", "homebrewltd/Ichigo-llama3.1-8B-v0.5-cp-2000", "allenai/tulu-2-dpo-13b", "smirki/UIGEN-T1-Qwen-7b", "ZJUNLP/OceanGPT-basic-7B", "ScienceOne-AI/S1-DeepResearch-8B-Preview", "thinksoso/HuatuoGPT-o1-7B", "nv-community/OpenMath-CodeLlama-13b-Python-hf", "frc112/miaogpt2", "JohnnyFan/Rank4Gen_sft-qwen3-8B-megatron-v5", "JohnnyFan/Rank4Gen_sft-qwen3-8B-megatron-v6-index", "ScienceOne-AI/S1-Base-1.5-8B-128K", "Privone/Qwen_YinYu", "ByteDance-Seed/BFS-Prover-V2-7B", "mlabonne/NeuralMix-2x7b", "nv-community/OpenMath-CodeLlama-7b-Python-hf", "sharonmina/Qwen3-4B-Base-doubao-fast0", "chayedanzhouzhou/xlb-v4", "seedgularity/NazareAI-Senior-Marketing-Strategist", "nv-community/Nemotron-Mini-4B-Instruct", "zpeng1989/DeepSeek_PsychoGuide", "TheBloke/Pygmalion-13B-SuperHOT-8K-fp16", "zhangwj/Qwen1.5-4B-Medical", "yao5461/qwen2.5-7b-az2", "dada122/SummOrchestra-7B-GRPO-BRL-CSDS", "okwinds/Human-Like-LLama3-8B-Instruct", "YOYO-AI/YOYO-O1-14B", "Tesslate/Gradience-T1-7B-Preview", "Tesslate/Gradience-T1-3B-1400-RL-Merged", "TIGER-Lab/StructLM-13B", "arcee-ai/Saul-Base-Calme-7B-Instruct-slerp", "arcee-ai/Patent-Base-Barcenas-Orca-2-7B-Slerp", "calcuis/openmath2", "JohnnyFan/Rank4Gen_sft-qwen3-8B-megatron-v6", "DMindAI/DMind-1-mini", "LLM-Research/Meta-Llama-3-70B", "LLM-Research/Meta-Llama-3.1-70B", "LLM-Research/Meta-Llama-3.1-405B", "Qwen/Qwen-72B-Chat", "Qwen/Qwen3-Coder-480B-A35B-Instruct", "Qwen/Qwen2-72B", "Qwen/Qwen1.5-72B", "Qwen/Qwen1.5-32B", "deepseek-ai/DeepSeek-V3.2-Exp", "deepseek-ai/DeepSeek-V2.5", "deepseek-ai/DeepSeek-R1-Distill-Llama-70B", "TheBloke/Llama-2-13B-Chat-fp16", "cloud11x/merged_qwen2_7b_instruct", "allura-forge/PluraLM-7B-SFT", "bartowski/internlm2-math-7b-llama", "arcee-ai/SEC-MBX-7B-DPO", "UnicomAI/Unichat-llama3.2-Chinese-3B", "arcee-ai/Mistral-Lora-Adapter-CS-Slerp", "arcee-ai/Patent-Base-Orca-2-7B-Slerp", "codefuse-ai/CodeFuse-StarCoder2-15B", "xwq123/CHAIR-8B", "arcee-ai/Patent-Base-Orca-2-7B-Ties", "arcee-ai/CS-Calme-Instruct-7b", "AI-ModelScope/txgemma-27b-chat", "LLM-Research/c4ai-command-r-08-2024", "open-r1/OpenR1-Distill-7B", "swift/Meta-Llama-3-8B-Instruct", "rl-research/DR-Tulu-SFT-8B", "cognitivecomputations/dolphin-2.6-mistral-7b", "ibm-granite/granite-3.1-2b-base", "sail/Sailor2-L-8B-SFT", "inflatebot/L3-8B-Helium3-baseStheno", "arcee-ai/Arcee-Maestro-7B-Preview", "voidful/smol-360m-ft", "hkust-nlp/dart-math-mistral-7b-uniform", "sail/Zephyr-7B-DICE-Iter2", "xiaodongguaAIGC/X-R1-3B", "ZhipuAI/agentlm-13b", "cognitivecomputations/samantha-7b", "cognitivecomputations/based-13b", "arcee-ai/Clown-Saul-Extended", "colossalai/Colossal-LLaMA-2-7b-base", "scb10x/llama3.2-typhoon2-1b-instruct", "XGenerationLab/XiYanSQL-QwenCoder-32B-2412", "cognitivecomputations/TinyDolphin-2.8.2-1.1b", "cognitivecomputations/ExpTinyDolphin-2.8.2-1.1b", "cognitivecomputations/ExpTinyDolphin-2.8-1.1b", "cognitivecomputations/openchat-3.5-0106-laser", "cognitivecomputations/dolphin-2.0-mistral-7b", "cognitivecomputations/samantha-1.1-westlake-7b", "cognitivecomputations/TinyDolphin-2.8-1.1b", "cognitivecomputations/samantha-13b", "zpeng1989/COT_Medical_Qwen_Large_Language_Model", "nv-community/Llama-3.1-8B-UltraLong-2M-Instruct", "trillionlabs/Tri-1.8B-Translate-preview", "mlfoundations-dev/openthoughts3_100k_qwen25_1b_bsz1024_lr2e5_epochs5", "nv-community/Nemotron-Research-Reasoning-Qwen-1.5B", "allenai/WildLlama-7b-user-assistant", "cognitivecomputations/dolphin-2.6-mistral-7b-dpo", "cognitivecomputations/samantha-falcon-7b", "cognitivecomputations/dolphin-2.9.2-Phi-3-Medium", "okwinds/Miromind-M1-SFT-7B", "tomg-group-umd/GenQA-Subset-llama-3", "tomg-group-umd/GenQA-llama-3", "cognitivecomputations/dolphin-2.6-mistral-7b-dpo-laser", "cognitivecomputations/samantha-mistral-instruct-7b", "erax-ai/Guardian-V0.1-13Oct2024-epoch2.0", "noitex/GPUCourse-8B-merged", "LanYin0218/qwen_finetune_CoT", "Tsinghuadhy/Qwen2.5-7B-Instruct-Summarization-SFT-2", "Tsinghuadhy/Qwen2.5-7B-Instruct-Summarization-SFT-3", "mlfoundations-dev/openthoughts3_100k_qwen25_1b_bsz512_lr16e5_epochs5", "cognitivecomputations/Dolphin-2.9.1-Phi-3-Kensho-4.5B", "cognitivecomputations/samantha-mistral-7b", "cognitivecomputations/TinyDolphin-2.8.1-1.1b", "cognitivecomputations/samantha-1.1-westlake-7b-laser", "nv-community/OpenMath-Mistral-7B-v0.1-hf", "nv-community/Mistral-NeMo-Minitron-8B-Instruct", "dphn/dolphin-2.9.3-llama-3-8b", "dphn/dolphin-2.8-experiment26-7b", "dphn/dolphin-llama2-7b", "Menlo/Lucy", "cognitivecomputations/Samantha-1.11-13b", "yao5461/qwen2.5-7b-az1", "cognitivecomputations/dolphincoder-starcoder2-7b", "cognitivecomputations/dolphin-2.8-experiment26-7b-preview", "xhx787/Qwen2.5-7B-Instruct_merged", "cognitivecomputations/dolphin-2.8-mistral-7b-v02", "vllm-ascend/gemma-1.1-2b-it", "cognitivecomputations/dolphin-2.1-mistral-7b", "open-thoughts/OpenThinker-7B-Unverified", "cognitivecomputations/dolphin-llama2-7b", "OpenBuddy/openbuddy-qwen1.5-32b-v21.2-32k", "OpenBuddy/openbuddy-qwen1.5-32b-v21.1-32k", "OpenBuddy/openbuddy-thinker-32b-v26-preview", "XGenerationLab/XiYanSQL-QwenCoder-32B-2504", "OpenBuddy/openbuddy-qwq-32b-v25.2q-200k", "tomg-group-umd/GenQA-math-llama-3", "X-D-Lab/MindChat-Internlm2-7B", "TechxGenus-MS/CodeGemma-7b", "wenyongning/Qwen3-4B-1", "iic/ERank-14B", "cognitivecomputations/fc-dolphin-2.6-mistral-7b-dpo-laser", "neuralmagic/TinyLlama-1.1B-Chat-v1.0-pruned2.4", "usamimeri/InternLM2_Angela_7B", "OpenBuddy/openbuddy-qwq-32b-v25.1-200k", "OpenBuddy/openbuddy-r1-32b-v24.1-200k", "cognitivecomputations/based-7b", "cognitivecomputations/dolphin-2.8-experiment26-7b", "dada122/SummOrchestra-3B-GRPO-BRL-CSDS", "duyu09/MKTY-3B-Chat", "unsloth/Qwen3-30B-A3B", "rebirth1/xiaonuan3b_v2", "firefly123123/rongxian", "wenyongning/Qwen3-4B-2", "LLM-Research/Mistral-Nemo-Instruct-2407", "nv-community/AceInstruct-7B", "OpenBuddy/openbuddy-yi1.5-34b-v21.2-32k", "unsloth/rnj-1-instruct", "nv-community/Riva-Translate-4B-Instruct-v1.1", "OpenBuddy/openbuddy-yi-34b-v21.5-32k-agent", "OpenBuddy/openbuddy-yi1.5-34b-v21.3-32k", "dengcao/MiniCPM4-8B", "UnicomAI/Unichat-llama3-Chinese", "RealmSky/layerskip-llama3.2-1B", "LGAI-EXAONE/EXAONE-Deep-32B", "OpenBuddy/openbuddy-yi1.5-34b-v21.6-32k-fp16", "vllm-ascend/Meta-Llama-3-8B-Instruct", "vllm-ascend/Llama-3.2-1B-Instruct", "OpenBuddy/openbuddy-qwq-32b-v24.2-200k", "LGAI-EXAONE/EXAONE-3.5-32B-Instruct", "vllm-ascend/Llama-2-7b-hf", "cognitivecomputations/dolphin-llama-3-8b-DPO", "ruilinwho/Llama-3.1-8B-SchemaLinker", "homebrewltd/Ichigo-llama3.1-8B-v0.5-cp-11000", "cognitivecomputations/samantha-1.1-llama-7b", "cognitivecomputations/samantha-1.1-llama-13b", "vllm-ascend/llama-68m", "cognitivecomputations/dolphin-2.9-llama3-8b", "cognitivecomputations/dolphin-2.9-llama3-8b-256k", "vllm-ascend/llama-160m", "vllm-ascend/Qwen2.5-0.5B-Instruct", "vllm-ascend/Qwen3-0.6B", "issai/LLama-3.1-KazLLM-1.0-8B", "cognitivecomputations/Samantha-1.11-7b", "vllm-ascend/ilama-3.2-1B", "soob3123/GrayLine-Qwen3-0.6B-BETA", "unsloth/Phi-3-mini-4k-instruct-v0", "neuralmagic/Sparse-Llama-3.1-8B-ultrachat_200k-2of4", "PRIME-RL/P1-30B-A3B", "ByteDance-Seed/BFS-Prover", "nv-community/Llama3-ChatQA-2-8B", "cognitivecomputations/dolphin-2.9.3-llama-3-8b", "homebrewltd/llama3-s-init", "sanbuphy/tianji-wish-7b", "homebrewltd/llama3.2-1B-instruct-fp32-2.5e4", "cognitivecomputations/dolphin-2.9-llama3-8b-1m", "inflatebot/helide-beta-r1", "tommy1235/cvx-coder", "homebrewltd/Ichigo-llama3.1-8B-v0.5-cp-5000", "homebrewltd/llama3-s-2024-07-08", "homebrewltd/Qwen2.5-1.5B-s-init", "voidful/open-s1-llama3.2-8b-zh", "cognitivecomputations/dolphin-2.9.1-llama-3-8b", "sail/Sailor2-8B-128K", "mlabonne/FrankenMonarch-11b", "iic/ModelScope-Agent-7B", "sail/Llama-3-Base-8B-DICE-Iter1", "HIT-SCIR/Chinese-Mixtral-8x7B", "BAAI/AquilaChat2-34B", "f541119578/Llama-2-7b-hf", "nv-community/Riva-Translate-4B-Instruct", "unsloth/Qwen2-Math-1.5B-Instruct", "YOYO-AI/Qwen3-30B-A3B-Mixture-2507", "LLM-Research/Codestral-22B-v0.1", "Yixin0602/qwen3-layerdrop-0.25-recovery", "TechxGenus-MS/CursorCore-Yi-1.5B-LC", "Yixin0602/deepseek-llama-llmpruner-0.25-recovery", "seanzhang/Llama3-Chinese", "driaforall/Tiny-Agent-a-1.5B", "argilla/notux-8x7b-v1", "rubraAI/Mistral-7B-Instruct-v0.2", "codingsteven/Llama-3-8B-chat", "voidful/qd-phi-1_5", "allenai/WildLlama-7b-assistant-only", "mlfoundations-dev/openthoughts3_100k_qwen25_1b_bsz1024_lr16e5_epochs5", "tastelikefeet/Yi-9B", "unsloth/Qwen2.5-Coder-32B-Instruct", "homebrewltd/AlphaMaze-v0.2-1.5B", "unsloth/Qwen2-Math-7B-Instruct", "Sakuya999/Cirno_v1", "wuyonghui0810/text-generation", "swift/qwen2-7b-agent-instruct", "nv-community/Mistral-NeMo-Minitron-8B-Base", "m-a-p/CriticLeanGPT-Qwen2.5-7B-Instruct-SFT", "yuanmodel/Qwen3-0.6B-GRPO-GSM8K-Think", "QwenCollection/dolphin-2.9.3-qwen2-1.5b", "01ai/Yi-34B", "numind/NuExtract-2-2B", "TechxGenus-MS/starcoder2-15b-instruct", "rhluo9527/llama-160m", "swift/Qwen2-7B-Agent-GRPO", "Shanghai_AI_Laboratory/internlm-7b", "swift/qwen2-7b-classical-zh-instruct", "Shanghai_AI_Laboratory/cllm_td_opt", "numind/NuExtract-2-8B", "TechxGenus-MS/CursorCore-QW2.5-1.5B", "xiaodongguaAIGC/X-R1-3B-CN", "smileboy036/ATEC-2025-Qwen-Base", "cycloneboy/CscSQL-Grpo-Qwen2.5-Coder-7B-Instruct", "m-a-p/OpenLLaMA-Reproduce-973.08B", "m-a-p/OpenLLaMA-Reproduce-872.42B", "BSC-LT/ALIA-40b", "Shanghai_AI_Laboratory/internlm2-base-7b", "YOYO-AI/Qwen3-30B-A3B-CoderThinking-YOYO-linear", "Shanghai_AI_Laboratory/OREAL-32B", "cognitivecomputations/dolphin-2.9.3-mistral-nemo-12b", "kalomaze/qwen2-7b-magpie300k_filtered_epoch2", "xai-org/grok-1", "TechxGenus-MS/Yi-9B-Coder", "LLM-Research/Llama-4-Maverick-17B-128E-Instruct", "skyline2006/llama-7b", "ZhipuAI/GLM-4.6", "ZhipuAI/LongCite-llama3.1-8b", "QwenCollection/Nusantara-7b-Indo-Chat", "TechxGenus-MS/Typst-Coder-9B", "Xunzillm4cc/Xunzi-Qwen1.5-7B", "senjia/llama-3-8B-Instruct-text2sql", "QwenCollection/Nusantara-0.8b-Indo-Chat", "eagle9527/Qwen2.5-7B-Instruct-huanhuan", "YIRONGCHEN/SoulChat2.0-Llama-3.1-8B", "swift/Llama3-Chinese-8B-Instruct-Agent-v1", "TechxGenus-MS/CursorCore-Yi-9B", "Shanghai_AI_Laboratory/AlchemistCoder-CL-7B", "TechxGenus-MS/CursorCore-Yi-1.5B", "TechxGenus-MS/CursorCore-QW2.5-1.5B-SR", "QwenCollection/Qwen-WisdomVast", "Shanghai_AI_Laboratory/internlm2_5-step-prover", "smirki/UIGEN-T1.1-Qwen-14B", "QwenCollection/dolphin-2.9.2-qwen2-7b", "sthenno-com/miscii-14b-0130", "CohereForAI/aya-expanse-32b", "arcee-ai/Arcee-VyLinh", "ZhipuAI/agentlm-7b", "Shanghai_AI_Laboratory/AlchemistCoder-DS-6.7B", "DUTIRbionlp/Taiyi-LLM", "swift/llava-llama3.1-8b", "driaforall/Tiny-Agent-a-3B", "doosen/Llama2-7B-Chat-sc56", "Shanghai_AI_Laboratory/internlm2-math-plus-7b", "AI-MO/NuminaMath-7B-TIR", "doosen/Llama2-7B-Chat-full", "ZJUNLP/OceanGPT-basic-8B", "Shanghai_AI_Laboratory/internlm2-chat-7b-sft", "numind/NuExtract-2-4B", "numind/NuExtract-2-1B", "doosen/Llama2-7B-Chat-dep0", "cognitivecomputations/samantha-1.2-mistral-7b", "cognitivecomputations/dolphin-2.9.2-qwen2-7b", "ccyh123/Qwen-7B", "cognitivecomputations/dolphin-2.2.1-mistral-7b", "moxin-org/moxin-llm-7b", "unsloth/Qwen2-Math-7B", "Shanghai_AI_Laboratory/OREAL-7B-SFT", "cognitivecomputations/dolphin-2.9.3-qwen2-1.5b", "QwenCollection/NeuralReyna-Mini-1.8B-v0.2", "sail/Sailor2-8B-128K-SFT", "QwenCollection/Quyen-Plus-v0.1", "sail/Sailor2-1B-32K-SFT", "sail/Sailor2-8B-SFT", "gaodema/GME-Qwen2-VL", "TechxGenus-MS/starcoder2-3b-instruct", "LLM-Research/Phi-3-medium-128k-instruct", "LLM-Research/Phi-3-mini-4k-instruct-v0", "QwenCollection/SciLitLLM", "zpeng1989/Multimodel_Medical_Qwen25vl_3B_Model", "zpeng1989/Medical_Qwen3_17B_Large_Language_Model", "QwenCollection/oneirogen-7B", "zpeng1989/Medical_DeepSeek_Large_Language_Model", "QwenCollection/NeuralReyna-Mini-1.8B-v0.3", "QwenCollection/Quyen-SE-v0.1", "prithivMLmods/Qwen2.5-32B-DeepSeek-R1-Instruct", "hcz1017/qwq1.5b", "Shanghai_AI_Laboratory/internlm2-math-base-7b", "xiaomaohuifaguang/wangge-DeepSeek-R1-1.5B", "QwenCollection/Hammer-7b", "sail/Sailor2-L-1B", "UnicomAI/Unichat-llama3.2-Chinese-1B", "sail/Sailor2-20B-128K", "chaoscodes/TinyLlama-1.1B-Chat-v0.1", "modelscope/zephyr-7b-beta", "xverse/XVERSE-65B", "TeleAI/TeleChat-52B", "TeleAI/TeleChat-12B", "stabilityai/StableBeluga2", "TabbyML/Mistral-7B", "ai-modelscope/Llama-3_1-Nemotron-51B-Instruct", "stevie/llama-3-sqlcoder-8b", "modelscope/Llama-2-70b-ms", "Shanghai_AI_Laboratory/internlm2-1_8b", "Shanghai_AI_Laboratory/internlm2-20b", "Tencent-Hunyuan/Tencent-Hunyuan-Large", "sail/Sailor2-1B-32K", "aJupyter/EmoLLM_Qwen2-7B-Instruct_lora", "Shanghai_AI_Laboratory/internlm2_5-7b-chat-1m", "LLM-Research/Phi-3.5-mini-instruct", "QwenCollection/MING-1.8B", "nv-community/OpenMath2-Llama3.1-8B", "voidful/DeepSeek-R1-Distill-Llama-3.2-8B", "voidful/Llama-3.2-3B-Instruct", "TeleAI/TeleChat2-3B", "modelscope/Llama2-Chinese-13b-Chat-ms", "Xunzillm4cc/Xunzi-Qwen2-7B", "zhuangxialie/Phi-3-Chinese-ORPO", "Xunzillm4cc/Xunzi-Qwen1.5-7B_chat", "Shanghai_AI_Laboratory/internlm2_5-1_8b-chat", "modelscope/Meta-Llama-3-8B-Instruct", "meituan-longcat/LongCat-Flash-Chat", "ZhipuAI/GLM-4-32B-0414", "codefuse-ai/CodeFuse-DeepSeek-33B", "vllm-ascend/QwQ-32B-W8A8", ] # 去重（保持原有顺序） _seen = set() _deduplicated = [] for _mid in ALL_MODEL_IDS: _m = _mid.strip() if _m and _m not in _seen: _deduplicated.append(_m) _seen.add(_m) ALL_MODEL_IDS = _deduplicated print(f"[INFO] 去重后模型数量: {len(ALL_MODEL_IDS)}", flush=True) # ══════════════════════════════════════════════════════════ # 全局状态（供 /status 展示） # ══════════════════════════════════════════════════════════ _state = { "strategy_id": STRATEGY_ID, "phase": "starting", # starting | submitting | done | error "total": len(ALL_MODEL_IDS), "submitted": 0, "failed": 0, "started_at": None, "finished_at": None, } _shutdown = threading.Event() # ══════════════════════════════════════════════════════════ # HTTP 服务 # ══════════════════════════════════════════════════════════ class Handler(BaseHTTPRequestHandler): def do_GET(self): if self.path == "/health": self._json({"status": "ok"}) elif self.path == "/status": self._json(_state) else: self._json({"error": "not found"}, 404) def _json(self, body: dict, code: int = 200): payload = json.dumps(body, default=str).encode() self.send_response(code) self.send_header("Content-Type", "application/json") self.send_header("Content-Length", str(len(payload))) self.end_headers() self.wfile.write(payload) def log_message(self, fmt, *args): print(f"[http] {self.address_string()} {fmt % args}", flush=True) def _run_http(): server = ThreadingHTTPServer((HTTP_HOST, HTTP_PORT), Handler) server.timeout = 1 print(f"[http] 监听 {HTTP_HOST}:{HTTP_PORT}", flush=True) while not _shutdown.is_set(): server.handle_request() server.server_close() print("[http] 已关闭", flush=True) # ══════════════════════════════════════════════════════════ # 业务逻辑 # ══════════════════════════════════════════════════════════ def submit_task(model_id: str) -> bool: config_content = 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 max_model_len: 4096 sut_config: gpu_num: 1 values: command: ['/opt/conda/bin/vllm', 'serve', '/model', '--port', '20644', '--served-model-name', 'llm', '--max-model-len', '4096', '--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', '4096', '--enforce-eager', '--trust-remote-code', '-tp', '1'] """ payload = { "configParams": config_content, "framework": "vllm", "modelAddress": f"https://huggingface.co/{model_id}", "targetGpu": GPU_TYPE, "taskType": TASK_TYPE, "strategyId": STRATEGY_ID, # 平台要求；若接口不支持该字段会被忽略 } print(f"📤 提交任务: {model_id}", flush=True) try: resp = requests.post( BASE_URL + ADD_TASK_ENDPOINT, headers=HEADERS, json=payload, timeout=30, ) print(f"status: {resp.status_code}", flush=True) result = resp.json() print(result, flush=True) if result.get("code") == 0: print(f"✅ 提交成功: {model_id}", flush=True) return True else: print(f"❌ 提交失败: {result.get('message')}", flush=True) return False except Exception as e: print(f"💥 异常 ({model_id}): {e}", flush=True) return False def _run_worker(): _state["started_at"] = datetime.utcnow().isoformat() _state["phase"] = "submitting" successful: List[str] = [] for model_id in ALL_MODEL_IDS: if _shutdown.is_set(): break if submit_task(model_id): _state["submitted"] += 1 successful.append(model_id) else: _state["failed"] += 1 try: with open("submitted_adapt_tasks.txt", "w", encoding="utf-8") as f: for mid in successful: f.write(f"{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']} total={_state['total']}", flush=True, ) # 提交完成后继续保持进程存活，等待平台停止 # ══════════════════════════════════════════════════════════ # 入口 # ══════════════════════════════════════════════════════════ def _handle_signal(signum, _frame): print(f"[main] 收到信号 {signum}，正在关闭...", flush=True) _shutdown.set() def main(): signal.signal(signal.SIGTERM, _handle_signal) signal.signal(signal.SIGINT, _handle_signal) http_thread = threading.Thread(target=_run_http, daemon=False) http_thread.start() worker_thread = threading.Thread(target=_run_worker, daemon=True) worker_thread.start() _shutdown.wait() print("[main] 等待 HTTP 服务关闭...", flush=True) http_thread.join(timeout=5) print("[main] 退出", flush=True) if __name__ == "__main__": main()