From 4325acd3d8a51052f86d0369a4c25138d7af47b6 Mon Sep 17 00:00:00 2001 From: zhouyuanxi Date: Tue, 21 Jul 2026 16:33:37 +0800 Subject: [PATCH] init: MetaX vllm adapt-task batch submit strategy (zkl) --- .gitignore | 2 + Dockerfile | 15 + README.md | 18 + main.py | 2009 ++++++++++++++++++++++++++++++++++++++++++++++ requirements.txt | 1 + 5 files changed, 2045 insertions(+) create mode 100644 .gitignore create mode 100644 Dockerfile create mode 100644 README.md create mode 100644 main.py create mode 100644 requirements.txt diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..9f2e848 --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +.DS_Store +__pycache__/ diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..b9c8513 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,15 @@ +FROM modelhubxc-4pd.tencentcloudcr.com/xc_agent_platform/python:3.11-slim + +ENV PYTHONUNBUFFERED=1 + + +WORKDIR /app + +COPY requirements.txt . +RUN pip install --no-cache-dir -i https://pypi.tuna.tsinghua.edu.cn/simple -r requirements.txt + +COPY . . + +EXPOSE 8080 + +CMD ["python", "main.py"] \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..33d6700 --- /dev/null +++ b/README.md @@ -0,0 +1,18 @@ +# xc_validation_strategy_vllm_gguf_metax_zkl + +批量向 ModelHub XC 平台提交模型适配任务的策略服务（zhouyuanxi 账号，jiajing xc-Token）， +之后保持 HTTP 服务存活供平台探活。 + +## 功能 + +- 通过 `/api/adapt/task/add` 接口（xc-Token 认证）批量提交模型适配任务 +- vllm 框架（api chat），MetaX_c-500 GPU +- 提交成功的模型写入 `submitted_adapt_tasks.txt` +- 暴露 `/health` 和 `/status` 接口满足平台运行时契约 + +## 平台契约说明 + +- Dockerfile 位于仓库根目录，基于官方轻量基础镜像 +- 暴露 8080 端口并实现 `GET /health` +- 通过环境变量 `STRATEGY_ID` 获取策略 ID +- 正确处理 `SIGTERM` 信号，支持优雅停机 diff --git a/main.py b/main.py new file mode 100644 index 0000000..3acaf10 --- /dev/null +++ b/main.py @@ -0,0 +1,2009 @@ +""" +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 = "jiajing" +XC_TOKEN = "5e051e0ff8384a81af53bea780deb28a" + +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 = [ + "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", + "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", + "shisa-ai/ablation-57-rafathenev2.rp.tl.shisav1-shisa-v2-shisa-base-7b-v1", + "mncai/Foundation_BC_full_3rd_floor_epoch6", + "est-ai/alan-llm-jeju-dialect-v1-4b", + "sfutenma/dpo-qwen3_4b-cot-merged_v260302-093614", + "Jianwen/Search-7B-SFT", + "sfutenma/dpo-qwen3_4b-cot-merged_v260302-010243", + "seibergwitten/dpo-qwen-cot-merged.ver0", + "sfutenma/dpo-qwen3_4b-cot-merged_v260227-161515", + "Weyaxi/Mistralic-1-Nebula-v2-7B", + "pihu21057w/jp", + "rikunarita/Qwen3-4B-Thinking-2507-Genius-v2-high-resoning-claude-opus-4.6", + "rambling1228/dpo-qwen-cot-merged", + "qikp/hummingbird-2.5-110m", + "ogwata/exp11-sft-dpo-beta02", + "ogwata/exp27-dpo-r16", + "nyannto/dpo-qwen-cot-merged13", + "notlober/Qwen3-8B-D01", + "nyannto/dpo-qwen-cot-merged12", + "Tasmay-Tib/gpt2m-ppo-full", + "myfi/parser_model_ner_4.00", + "moushi21/agent-bench-merged12", + "mohtani777/Qwen3_4B_SFT_DPOv1_DPOv3_agent_v0", + "myfi/parser_model_ner_3.99", + "mohtani777/Qwen3_4B_SFT_DPOv3_agent_v0_LR5E7", + "motobrew/qwen-dpo-v13", + "mohtani777/Qwen3_4B_SFT_DPOv3_agent_v0_LR1E7", + "FarReelAILab/Machine_Mindset_zh_ENFP", + "mohtani777/Qwen3_4B_SFT_DPO_agent_v0", + "mohtani777/Qwen3_4B_SFTV5_DPOv3_agent_v0_LR1E6", + "mlfoundations-dev/b2_math_random", + "mergekit-community/nsfw-w-deepseek-r1-retry", + "lugman-madhiai/Qwen3-8B-MHS-1.1", + "layai/syn-arxiv-vanilla", + "llm-jp/optimal-sparsity-code-d512-E32-k16-920M-A520M", + "kmseong/Llama-3.2-3B-SSFT", + "jwhisenhunt/hello", + "llm-jp/optimal-sparsity-math-d1024-E16-k16-1.9B-A1.9B", + "shisa-ai/ablation-172-a174.dpo.finaldpo.if50.pl100-shisa-v2-llama-3.1-8b", + "shisa-ai/ablation-106-bestofn.atlo.rp.tlx25.newmix1-shisa-v2-llama-3.1-8b", + "shisa-ai/ablation-128-shisav2.gbs128.1e5-shisa-v2-llama-3.1-8b", + "shisa-ai/ablation-43-rewild-shisa-v2-llama-3.1-8b-lr8e6", + "jessicarizzler/amelia-32b-dpo-merged", + "how3751/planner_7B_1.2", + "ichi234/exp002_stage2_s2_db_merged", + "Azure99/blossom-v5-14b", + "jinvbar/hebei-tourism-deepseek", + "Azure99/blossom-v4-qwen1_5-14b", + "smirki/uigen-t3-preview-750-RD", + "Kazuki1450/Olmo-3-1025-7B_dsum_3_6_tok__Start_1p0_0p0_1p0_grpo_42_rule", + "smirki/uigen-t3-preview", + "gplsi/Aitana-6.3B", + "Kazuki1450/Olmo-3-1025-7B_dsum_3_6_tok_Start_1p0_0p0_1p0_grpo_42_rule", + "zenlm/zen-pro", + "analogllm/analog_model", + "ferrazzipietro/Qwen3-8B-reas-int-065-only-loss-noprompt-3epoch-baseline", + "wwe180/Llama3-10B-lingyang-v1", + "y-ohtani/Qwen3-4B-Instruct-2507_16-1_global_step_1115", + "yukiakari/dpo-qwen-cot-merged", + "expertai/LLaMAntino-3-SLIMER-IT", + "ykawasaki/qwen3-4b-dpo-qwen-cot-merged-v7", + "while725/Qwen3-14B-260213", + "wexhi/Qwen3-4B-TIR", + "ThaiLLM/ThaiLLM-30B", + "prithivMLmods/BetaCeti-Beta-4B-Prime1", + "wan-wan/test12-dpo", + "wan-wan/test11-dpo", + "wan-wan/test09-dpo", + "wan-wan/test16-dpo", + "prithivMLmods/Wolf-Rayet-2B-Prime3", + "emmanuelaboah01/qiu-v8-llama3.1-8b-fullseq-merged", + "viplav0009/sarcastic_llama_8B_merged_v2", + "smirki/postview", + "tksoon/llama32_3bn_raft_non_traditional_credentials_v2", + "Kazuki1450/Qwen3-1.7B-Base_csum_3_10_tok_multiplication_1p0_0p0_1p0_grpo_42_rule", + "myfi/parser_model_ner_4.05", + "yufeng1/OpenThinker-7B-type6-e5-max-alpha0_25-2", + "Kazuki1450/Qwen3-1.7B-Base_csum_3_10_tok_five_1p0_0p0_1p0_grpo_42_rule", + "Edison2ST/talentarena-prometheus-7b-v2.0", + "keepitsimple/zephyr-7b-alpha", + "Kazuki1450/Olmo-3-1025-7B_dsum_3_6_rel_1e1_1p0_0p0_1p0_grpo_42_rule", + "LEO0925/qwen3-4b-semiconductor", + "nopenet/nope-edge", + "n4/Qwen3-4B-Instruct-2507-sft_166", + "mrgz1360/qwen25-7b-docno-v3-merged", + "xiaolesu/Lean4-sft-tk-8b", + "jordanpainter/qwen_grpo_100", + "aegisheimdall/AEGIS-FIN-1", + "vontt/affine-default", + "vontt/Affine-municorn-v1", + "emmanuelaboah01/qiu-v8-qwen3-8b-7m-comp-merged", + "Zheng-Zong/AronaR1-DS-7B", + "Zheng-Zong/AronaR1-SFT-stage1-test-f16", + "atomwalk12/LinalgZero-GRPO-merged", + "OpenMedZoo/MedGo", + "Kazuki1450/Qwen3-1.7B-Base_csum_3_10_tok_Continue_1p0_0p0_1p0_grpo_42_rule", + "astom-M/matsuo-llm-advanced-phase-f2a", + "astom-M/matsuo-llm-advanced-phase-imdb1", + "astom-M/matsuo-llm-advanced-phase-f4a", + "astom-M/matsuo-llm-advanced-phase-e3ab", + "Kazuki1450/Qwen3-1.7B-Base_csum_3_10_tok_boxed_1p0_0p0_1p0_grpo_42_rule", + "astom-M/matsuo-llm-advanced-phase-e2b", + "Kazuki1450/Qwen3-1.7B-Base_csum_3_10_tok_Thus_1p0_0p0_1p0_grpo_42_rule", + "Kazuki1450/Qwen3-1.7B-Base_csum_3_10_tok_add_1p0_0p0_1p0_grpo_42_rule", + "Kazuki1450/Qwen3-1.7B-Base_csum_3_10_tok_formula_1p0_0p0_1p0_grpo_42_rule", + "Kazuki1450/Qwen3-1.7B-Base_csum_3_10_tok_accuracy_1p0_0p0_1p0_grpo_42_rule", + "anymize/qwen3-4b-pii-generalist", + "Kazuki1450/Qwen3-1.7B-Base_csum_3_10_tok_parentheses_1p0_0p0_1p0_grpo_42_rule", + "BAAI/RoboBrain2.5-8B-MT", + "Kazuki1450/Qwen3-1.7B-Base_csum_3_10_tok_array_1p0_0p0_1p0_grpo_42_rule", + "Kazuki1450/Qwen3-1.7B-Base_csum_3_10_tok_python_1p0_0p0_1p0_grpo_42_rule", + "Karthikappi0011/svara-paimon-tts-test", + "Verdugie/Opus-Candid-8B-V3", + "surajkyc/qwen3-er-merged", + "Venkat9990/finance-specialist-v7", + "Tok331102/affine-5H3rBY2GJoek64NWfHPBEVDzXFafDWAdWPNZTcY1vcC6FPrJ", + "SicariusSicariiStuff/TinyLLama_0.6_Chat_BF16", + "Shekswess/trlm-stage-3-dpo-final-2", + "Shekswess/trlm-stage-2-sft-final-2", + "MadhuryaPasan/qwen3-1.7_expert_tools_v0_1", + "UWNSL/DeepSeek-R1-Distill-Llama-8B-SafeChain", + "Varun208/saylor_all_5_model", + "mlfoundations-dev/oh-dcft-v3.1-llama-3.3-70b-qwen", + "jaydenmao/qwen3-32b-toolace-function-calling", + "FinaPolat/phi-4_1K_sft_openED", + "georgewbabu/nova-v2-security", + "Sangsang/CI-7B-Feedback-merged", + "trishajean/qwen-math-tagalog-1.5b-merged", + "skshmjn/llama-3.2-3B-Mongo-query-generator", + "Sinch1305/Llama3-senti", + "EldritchLabs/Kraken-Karcher-12B-v1", + "theprint/CleverBoi-Gemma-2-9B-v2", + "SII-Enigma/Qwen2.5-7B-Ins-SFT-GRPO", + "ShourenWSR/HT-ht-analysis-Qwen-think-only", + "ShourenWSR/HT-phase_scale-Llama-140k-phase2", + "ccui46/glmz1_9b_aime_per_chunk_act_glm_7000", + "excepto64/em-test", + "Kazuki1450/Olmo-3-1025-7B_csum_3_10_tok_Certainly_1p0_0p0_1p0_grpo_42_rule", + "DATEXIS/DeepICD-R1-zero-32B", + "sureheremarv/cygnal-qwen3-8b-032026", + "morningtea006/affine-T1-5EFqwDG7CaFFZ4FfkKPe5VhMcyC7LPP1oyGHQhdaosn4T8q5", + "KellanF89/Newton-Insights-V1-cannabis-extraction-science", + "meituan/ATT-ModelEval", + "all-hands/openhands-lm-7b-v0.1", + "emmanuelaboah01/qiu-v8-qwen3-8b-stage6-curated-merged", + "emmanuelaboah01/qiu-v8-qwen3-4b-instruct-enriched-stage2-merged", + "sanaeai/Qwen2.5-32B-FinCausal-Rep", + "OpenSeeker/OpenSeeker-v1-30B-SFT", + "RAANA-IA/CharlotteBookie1b", + "Anandnrnnffn/Neuron-14B", + "Josephgflowers/TinyLlama-v1.1-Tiny-Agent-Test", + "Josephgflowers/TinyLlama-v1.1-Agent-Rag-Nerd-v1", + "OmnionixAI/avara-x1-mini", + "Josephgflowers/TinyLlama-Cinder-Math-Train", + "Josephgflowers/TinyLlama-Cinder-Tiny-Agent", + "Josephgflowers/TinyLlama-Cinder-Nerd-Parse-Address-Test", + "barandinho/Qwen3-30B-A3B-FIRST-STAGE-SFT-V2", + "sakuraumi/Sakura-13B-Novel-Korean", + "hotmailuser/QwenSlerp2-14B", + "hkust-nlp/drkernel-14b", + "yaoyaotaba/internlm3-8b-Lora-arxivclass", + "yangce/email_type_16_hf", + "grimjim/mistralai-Mistral-Nemo-Instruct-2407", + "Josephgflowers/TinyLlama-llama3-tokenizer", + "Josephgflowers/Qllama-5B-RAG-1", + "Josephgflowers/Qllama-tiny-5B-test-1", + "Josephgflowers/Qllama-5B-Base-Wiki-Chat-RAG", + "khazarai/Qwen3-4B-Gemini-3.1-Pro-Reasoning-Distilled", + "hf/haykgrigorian-TimeCapsuleLLM-v2mini-eval2-llama-200m", + "sanbei101/qwen2-0.5b-ghr", + "mesolitica/Qwen1.5-0.5B-4096-fpf", + "maple77/Qwen2-0.5B-Instruct", + "ch1pMunk/qwen_medical", + "abchbx/qwen_1.8B_Muice-Dataset_FULL", + "Ndlcwx/qwen_1.8B-SFT", + "FLYFAI/Invoice", + "emmanuelaboah01/qiu-v8-llama3.1-8b-merged", + "emmanuelaboah01/qiu-v8-qwen3-8b-comp-test-merged", + "VINAY-UMRETHE/Nanbeige4.1-3B-heretic-OG-Test-3", + "RealSafe/RealSafe-R1-8B", + "emmanuelaboah01/qiu-v8-qwen3-8b-comp-merged", + "emmanuelaboah01/qiu-v8-qwen3-8b-v4-epoch05-merged", + "EmbeddedLLM/Mistral-7B-Merge-14-v0.4", + "OpenMOSS-Team/SciThinker-30B", + "acai66/Qwen2.5-0.5B-Instruct-meow", + "thwannbe/Llama-3.1-8B-Instruct-GSM8K-Rlvr", + "OpenDevin/CodeQwen1_5-7B-OpenDevin", + "jordanpainter/llama_grpo_100", + "xzitao/GALM-broken", + "Kazuki1450/Qwen3-0.6B_geo_3_6_clean_1p0_0p0_1p0_grpo_42_rule", + "OpenHands/openhands-lm-32b-v0.1", + "ParetoQaft/8B-Tulu-full", + "dongboklee/gPRM-14B-merged", + "Kazuki1450/Llama-3.2-3B-Instruct_geo_3_6_clean_1p0_0p0_1p0_grpo_42_rule", + "arefehRajabian/Qwen3-4B-Base-persian-math-grpo", + "Kazuki1450/Qwen3-1.7B-Base_geo_3_6_clean_1p0_0p0_1p0_grpo_42_rule", + "mntunur/Qwen2.5-0.5B-Instruct-Gensyn-Swarm-reclusive_bristly_horse", + "kth8/Llama-3.2-3B-Instruct-SuperGPQA-Classifier", + "vector-institute/Qwen3-8B-UnBias-Plus-SFT", + "Kazuki1450/Qwen3-1.7B-Base_csum_6_10_1p0_0p0_1p0_grpo_42_rule", + "Kazuki1450/Qwen2.5-1.5B-Instruct_csum_6_10_sgnrel_down_1_1p0_0p0_1p0_grpo_42_rule", + "IggyLux/MN-VelvetCafe-RP-12B", + "Hyeongwon/P2-split1_prob_Qwen3-8B-Base_0312-01", + "LukeBailey181/goedel_prover_v2_8b_conjecturer_finetuned_FROM_LOCAL", + "abacusai/MetaMath-bagel-34b-v0.2-c1500", + "adamo1139/Yi-34B-200K-AEZAKMI-RAW-1701", + "layai/syn-arxiv-context", + "RefalMachine/RuadaptQwen2.5-14B-R1-distill-preview-v1", + "xiaolesu/Lean4-sft-nt-8b", + "LisaMegaWatts/Ouroboros-1MContext-Gemma-270m", + "Weyaxi/Einstein-v6.1-Llama3-8B-checkpoints", + "THU-KEG/ADELIE-DPO-1.5B", + "THU-KEG/ADELIE-SFT-3B", + "THU-KEG/ADELIE-DPO-3B", + "Rofex404/lyraix-guard-qwen3-0.6b-vllm", + "sakmist/Tifa-DeepsexV2-7b-F16", + "deepseek-ai/DeepSeek-V3.1-Terminus", + "deepseek-ai/DeepSeek-V3.1-Base", + "deepseek-ai/DeepSeek-R1-0528", + "PrimeIntellect/nous-subnet-6-test", + "shisa-ai/ablation-147-a128.dpo.armorm.rp.tl.1.5e6-shisa-v2-llama-3.1-8b", + 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"aJupyter/EmoLLM_Qwen1_5-0_5B-Chat_full_sft", + "Data-Juicer/LLaMA-1B-dj-refine-150B-instruct-4.7B", + "Xorbits/CodeLlama-13B-Python-fp16", + "Xorbits/CodeLlama-7B-fp16", + "ValueFX/Qwen3-14B-Chat", + "OpenBMB/RLPR-Qwen2.5-7B-Base", + "Xorbits/CodeLlama-7b-Instruct-hf", + "alamios/QwQwen-0.5B", + "alamios/QwenSeek-R1-32B-0.5B", + "soob3123/GrayLine-Qwen3-14B-BETA", + "Xorbits/CodeLlama-7B-Python-fp16", + "arasaka/Qwen3-0.6B-PLUS", + "sequelbox/Qwen3-14B-Esper3Mix", + "sequelbox/Qwen3-14B-Esper3Web3", + "claye123/llama-2-13B", + "sbintuitions/diafill-llm-jp-3.1-13b-instruct4", + "Magpie-Align/Llama-3-8B-Ultrachat-200K", + "Magpie-Align/Llama-3-8B-WizardLM-196K", + "nm-testing/SparseLlama-2-7b-pruned_70", + "cortexso/yi-1.5", + "cortexso/intellect-1", + "cortexso/falcon3", + "ruidong/AquilaChat2-34B-16K-QU", + "wuwukaka/Qwen3-14B-QLoRA-SoulChat-R1", + "bralynn/datacheck1", + "arianaazarbal/pre_RL_checkpoint_50_50_sft_split", + "Gryphe/Tiamat-8b-1.2-Llama-3-DPO", + 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"senseable/33x-coder", + "RefalMachine/RuadaptQwen2.5-1.5B-instruct", + "UbiquantAI/Fleming-R1-32B", + "Jubilant/Affine-19-5ECwAdnT5r3M4eiVFGjYgKrk93LG8RjZfESA2f97PRNJtajC", + "koutch/paper_llama_llama3.1-8b_train_sft_all_train_code", + "Neelectric/Llama-3.1-8B-Instruct_SFT_sciencev00.04", + "Jubilant/Affine-51-5CfqKwh618q9j4Knm7tFoE4Ls2XBJtJtUiK4dH4aUrjFehZc", + "RL-gang/Affine-5FWKVFPua3wZrqb8n5Lsss6U79niswRGTGDd9NVEFD6rjkH4", + "dai3107/qwen2.5-1.5b-pro", + "laion/Qwen3-8B_exp-swd-swesmith-wo-docker_glm_4.7_traces_locetash_save-strategy_steps", + "gjyotin305/Qwen2.5-7B-Instruct_old_sft_alpaca_003", + "intrect/VELA", + "theprint/CodeLlama3.2-3B-1225", + "qihoo360/Light-IF-4B", + "jpacifico/Qwen3-4B-Instruct-DPO-test2", + "teetone/OpenR1-Distill-Qwen3-1.7B-Math", + "tellang/yeji-8b-rslora-v7", + "darkc0de/BlackXorDolphTronGOAT", + "rombodawg/Rombos-LLM-V2.5-Qwen-32b", + "yam-peleg/Hebrew-Mistral-7B-200K", + "kakaocorp/kanana-2-30b-a3b-instruct", + "t-tech/T-pro-it-2.0", + "arcee-ai/Trinity-Mini", + "huihui-ai/Qwen2.5-14B-Instruct-abliterated", + "CultriX/NeuralMona_MoE-4x7B", + "rombodawg/Everyone-Coder-4x7b-Base", + "Mihaiii/Pallas-0.5", + "jondurbin/bagel-34b-v0.2", + "NousResearch/Hermes-4.3-36B", + "Secbone/llama-33B-instructed", + "TheBloke/CodeLlama-34B-Instruct-fp16", + "facebook/opt-30b", + "TheBloke/CodeLlama-34B-Python-fp16", + "CombinHorizon/YiSM-blossom5.1-34B-SLERP", + "UnfilteredAI/NSFW-flash", + "TTahir/Llama3bv1", + "altomek/YiSM-34B-0rn", + "baichuan-inc/Baichuan-M2-32B", + "FinaPolat/llama3_1_8b_thinking_ED", + "koutch/smol_smol3-3B_train_sft_train_para", + "Dorjzodovsuren/orpheus_3b_Mongolia_v3_10_epochs", + "koutch/smol_smol3-3B_train_sft_train_code", + "LGAI-EXAONE/EXAONE-4.0.1-32B", + "geodesic-research/sfm_unfiltered_cpt_alignment_upsampled_think", + "whizzzzkid/nouse_re_6", + "CodeAtCMU/OLMo-2-1124-7B_full_sft_code_data_120K", + "ricdomolm/mini-coder-1.7b", + "Arsh-ai/Arsh-llm", + "utter-project/EuroLLM-22B-2512", + "huihui-ai/Mistral-Small-24B-Instruct-2501-abliterated", + "huihui-ai/DeepSeek-R1-Distill-Qwen-32B-abliterated", + "TeichAI/Qwen3-32B-Kimi-K2-Thinking-Distill", + "SWE-bench/SWE-agent-LM-32B", + "Goedel-LM/Goedel-Prover-V2-32B", + "WizardLMTeam/WizardCoder-15B-V1.0", + "bigscience/bloom-1b7", + "bjaidi/Phi-3-medium-128k-instruct-awq", + "Efficient-Large-Model/gemma-2-2b-it", + "asingh15/qwen-arc-abs-gpt5.2-sft-1epoch-icmlpaper-0125", + "dphn/Dolphin3.0-Mistral-24B", + "darkc0de/XortronCriminalComputingConfig", + "GaMS-Beta/GaMS-9B-SFT-Translator-DPO", + "dphn/Dolphin-Xgen-RL", + "bhaiyahnsingh45/functiongemma-multiagent-router", + "lecslab/polygloss-aya-interleaved-2026-01-05", + "FreedomIntelligence/AceGPT-v1.5-7B", + "codellama/CodeLlama-34b-hf", + "codellama/CodeLlama-34b-Python-hf", + "llm-jp/llm-jp-3-150m", + "huihui-ai/Huihui-Qwen3-Coder-30B-A3B-Instruct-abliterated", + "Neelectric/Llama-3.1-8B-Instruct_SFT_sciencev00.10", + "sbordt/OLMo-2-1B-1x", + "UbiquantAI/Fleming-R1-7B", + "takeshi200ok/dpo-qwen-cot-merged", + "koutch/qwen_falcon_qwen3-instruct-4b_train_sft_0.json", + "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() diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..f229360 --- /dev/null +++ b/requirements.txt @@ -0,0 +1 @@ +requests