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apsys (Konstantin)
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https://github.com/advpropsys/fp4-blackwell-bench

\n"}},{"time":"2026-01-05T17:53:36.015Z","user":"apsys","userAvatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/63cc2648336d9d56170e877b/DKqSBEhTFtCmdfAUynxU4.jpeg","type":"article","blog":{"_id":"695bfaa0fc82fa75fe1fa4f5","isUpvotedByUser":false,"numCoauthors":0,"publishedAt":"2026-01-05T17:53:36.009Z","slug":"blackwell-nvfp4-comparison","title":"TFLOPS Gap: Why FP4 MoE Kernel Engineering Matters on 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Blackwell","upvotes":13,"upvotes7d":0,"authorsData":[{"_id":"63cc2648336d9d56170e877b","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/63cc2648336d9d56170e877b/DKqSBEhTFtCmdfAUynxU4.jpeg","fullname":"Konstantin","name":"apsys","type":"user","isPro":true,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":17,"isUserFollowing":false}],"url":"/blog/apsys/blackwell-nvfp4-comparison","apiPrefix":"/api/blog/apsys/blackwell-nvfp4-comparison","canonical":false,"status":"published","isHFChangelog":false},{"_id":"681b4bf4bead91148f4da18e","isUpvotedByUser":false,"numCoauthors":7,"publishedAt":"2025-05-07T12:04:20.030Z","slug":"circleguardbench","title":"CircleGuardBench: New Standard for Evaluating AI Moderation Models","upvotes":59,"upvotes7d":0,"authorsData":[{"_id":"679fb2cd41397567922353ad","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/63b70085b004c84aac8d1ed8/qPB6g011-qpzt1xb9wGNQ.png","fullname":"White 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se,"followerCount":17,"isUserFollowing":false},"downloads":0,"gated":false,"id":"apsys/Hybrid_SwinSR","availableInferenceProviders":[],"lastModified":"2023-04-27T14:09:49.000Z","likes":0,"private":false,"repoType":"model","isLikedByUser":false},{"author":"apsys","authorData":{"_id":"63cc2648336d9d56170e877b","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/63cc2648336d9d56170e877b/DKqSBEhTFtCmdfAUynxU4.jpeg","fullname":"Konstantin","name":"apsys","type":"user","isPro":true,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":17,"isUserFollowing":false},"downloads":0,"gated":false,"id":"apsys/startup-bert","availableInferenceProviders":[],"lastModified":"2023-01-28T18:05:11.000Z","likes":1,"pipeline_tag":"text-classification","private":false,"repoType":"model","isLikedByUser":false,"widgetOutputUrls":[]}],"buckets":[],"numBuckets":0,"numberLikes":10,"papers":[{"id":"2405.13929","title":"Vikhr: 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= requests.get(\n File \"/app/env/lib/python3.10/site-packages/requests/api.py\", line 73, in get\n return request(\"get\", url, params=params, **kwargs)\n File \"/app/env/lib/python3.10/site-packages/requests/api.py\", line 59, in request\n return session.request(method=method, url=url, **kwargs)\n File \"/app/env/lib/python3.10/site-packages/requests/sessions.py\", line 589, in request\n resp = self.send(prep, **send_kwargs)\n File \"/app/env/lib/python3.10/site-packages/requests/sessions.py\", line 703, in send\n r = adapter.send(request, **kwargs)\n File \"/app/env/lib/python3.10/site-packages/requests/adapters.py\", line 532, in send\n raise ReadTimeout(e, request=request)\nrequests.exceptions.ReadTimeout: HTTPSConnectionPool(host='huggingface.co', port=443): Read timed out. (read timeout=3)\n\nDuring handling of the above exception, another exception occurred:\n\nTraceback (most recent call last):\n File \"/app/env/bin/autotrain\", line 33, in \n sys.exit(load_entry_point('autotrain-advanced', 'console_scripts', 'autotrain')())\n File \"/app/src/autotrain/cli/autotrain.py\", line 48, in main\n command.run()\n File \"/app/src/autotrain/cli/run_app.py\", line 57, in run\n from ..apps.main import main\n File \"/app/src/autotrain/apps/main.py\", line 10, in \n llm = llm()\n File \"/app/src/autotrain/apps/llm.py\", line 52, in main\n user_token, valid_can_pay, who_is_training = common.user_validation()\n File \"/app/src/autotrain/apps/common.py\", line 24, in user_validation\n user_token, valid_can_pay, who_is_training = _login_user(user_token)\n File \"/app/src/autotrain/apps/utils.py\", line 93, in _login_user\n user_info = user_authentication(token=user_token)\n File \"/app/src/autotrain/utils.py\", line 126, in user_authentication\n raise Exception(\"Hugging Face Hub is unreachable, please try again later.\")\nException: Hugging Face Hub is unreachable, please try again later.\nERROR conda.cli.main_run:execute(49): `conda run /bin/bash -c autotrain app --port 7860` failed. (See above for error)\n","replicas":{"requested":1},"devMode":false,"domains":[{"domain":"apsys-vc-pitch.hf.space","stage":"READY"}]},"title":"AutoTrain Advanced","isLikedByUser":false,"originRepo":{"name":"autotrain-projects/autotrain-advanced","author":{"_id":"64061a8da577649430c0262b","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1678121762792-5fa19f4ba13e063b8b2b5e11.png","fullname":"AutoTrain 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opts","bluesky":"","linkedin":"korolevk"},"isHf":false,"isMod":false,"type":"user","theme":"dark","primaryOrg":{"avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/63b70085b004c84aac8d1ed8/qPB6g011-qpzt1xb9wGNQ.png","fullname":"White Circle","name":"whitecircle-ai","userRole":"write","type":"org","isHf":false,"details":"AI Safety and AI red teaming","plan":"team","hasPrivateMembersList":true}},"upvotes":2,"numFollowers":17,"numFollowingUsers":2,"numFollowingOrgs":6,"numModels":7,"numDatasets":3,"numSpaces":4,"isFollowing":false,"isFollower":false,"sampleFollowers":[{"user":"doct0r","fullname":"vdovin 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= requests.get(\n File \"/app/env/lib/python3.10/site-packages/requests/api.py\", line 73, in get\n return request(\"get\", url, params=params, **kwargs)\n File \"/app/env/lib/python3.10/site-packages/requests/api.py\", line 59, in request\n return session.request(method=method, url=url, **kwargs)\n File \"/app/env/lib/python3.10/site-packages/requests/sessions.py\", line 589, in request\n resp = self.send(prep, **send_kwargs)\n File \"/app/env/lib/python3.10/site-packages/requests/sessions.py\", line 703, in send\n r = adapter.send(request, **kwargs)\n File \"/app/env/lib/python3.10/site-packages/requests/adapters.py\", line 532, in send\n raise ReadTimeout(e, request=request)\nrequests.exceptions.ReadTimeout: HTTPSConnectionPool(host='huggingface.co', port=443): Read timed out. (read timeout=3)\n\nDuring handling of the above exception, another exception occurred:\n\nTraceback (most recent call last):\n File \"/app/env/bin/autotrain\", line 33, in \n sys.exit(load_entry_point('autotrain-advanced', 'console_scripts', 'autotrain')())\n File \"/app/src/autotrain/cli/autotrain.py\", line 48, in main\n command.run()\n File \"/app/src/autotrain/cli/run_app.py\", line 57, in run\n from ..apps.main import main\n File \"/app/src/autotrain/apps/main.py\", line 10, in \n llm = llm()\n File \"/app/src/autotrain/apps/llm.py\", line 52, in main\n user_token, valid_can_pay, who_is_training = common.user_validation()\n File \"/app/src/autotrain/apps/common.py\", line 24, in user_validation\n user_token, valid_can_pay, who_is_training = _login_user(user_token)\n File \"/app/src/autotrain/apps/utils.py\", line 93, in _login_user\n user_info = user_authentication(token=user_token)\n File \"/app/src/autotrain/utils.py\", line 126, in user_authentication\n raise Exception(\"Hugging Face Hub is unreachable, please try again later.\")\nException: Hugging Face Hub is unreachable, please try again later.\nERROR conda.cli.main_run:execute(49): `conda run /bin/bash -c autotrain app --port 7860` failed. 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