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magnet link of course 😅) and the community quickly converted it to transformers format and pushed it to the Hub: "},{"type":"resource","resource":{"type":"model","id":"mistral-community/Mixtral-8x22B-v0.1"},"url":"https://huggingface.co/mistral-community/Mixtral-8x22B-v0.1","raw":"https://huggingface.co/mistral-community/Mixtral-8x22B-v0.1"},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"Early evals of this model looked extremely strong, so we teamed up with Argilla and KAIST AI to cook up a Zephyr recipe with a few new alignment techniques that came out recently:","raw":"Early evals of this model looked extremely strong, so we teamed up with Argilla and KAIST AI to cook up a Zephyr recipe with a few new alignment techniques that came out recently:"},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"🧑‍🍳 Align the base model with Odds Ratio Preference Optimisation (ORPO). This novel algorithm developed by ","raw":"🧑‍🍳 Align the base model with Odds Ratio Preference Optimisation (ORPO). This novel algorithm developed by "},{"type":"mention","user":"JW17","raw":"@JW17"},{"type":"text","value":" and ","raw":" and "},{"type":"mention","user":"nlee-208","raw":"@nlee-208"},{"type":"text","value":" and ","raw":" and "},{"type":"mention","user":"j6mes","raw":"@j6mes"},{"type":"text","value":" and does not require an SFT step to achieve high performance and is thus much more computationally efficient than methods like DPO and PPO. ","raw":" and does not require an SFT step to achieve high performance and is thus much more computationally efficient than methods like DPO and PPO. "},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"🦫 Use a brand new dataset of 7k high-quality, multi-turn preferences that has been developed by our friends at Argilla. To create this dataset, they took the excellent Capybara SFT dataset from ","raw":"🦫 Use a brand new dataset of 7k high-quality, multi-turn preferences that has been developed by our friends at Argilla. To create this dataset, they took the excellent Capybara SFT dataset from "},{"type":"mention","user":"LDJnr","raw":"@LDJnr"},{"type":"text","value":" ","raw":" "},{"type":"resource","resource":{"type":"dataset","id":"LDJnr/Capybara"},"url":"https://huggingface.co/datasets/LDJnr/Capybara","raw":"https://huggingface.co/datasets/LDJnr/Capybara"},{"type":"text","value":" and converted it into a preference dataset by augmenting the final turn with responses from new LLMs that were then ranked by GPT-4.","raw":" and converted it into a preference dataset by augmenting the final turn with responses from new LLMs that were then ranked by GPT-4."},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"What we find especially neat about this approach is that training on 7k samples only takes ~1.3h on 4 H100 nodes, yet produces a model that is very strong on chat benchmarks like IFEval and BBH.","raw":"What we find especially neat about this approach is that training on 7k samples only takes ~1.3h on 4 H100 nodes, yet produces a model that is very strong on chat benchmarks like IFEval and BBH."},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"Kudos to ","raw":"Kudos to "},{"type":"mention","user":"alvarobartt","raw":"@alvarobartt"},{"type":"text","value":" ","raw":" "},{"type":"mention","user":"JW17","raw":"@JW17"},{"type":"text","value":" and ","raw":" and "},{"type":"mention","user":"nlee-208","raw":"@nlee-208"},{"type":"text","value":" for this very nice and fast-paced collab!","raw":" for this very nice and fast-paced collab!"},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"For more details on the paper and dataset, checkout our collection: ","raw":"For more details on the paper and dataset, checkout our collection: "},{"type":"resource","resource":{"type":"collection","id":"HuggingFaceH4/zephyr-orpo-6617eba2c5c0e2cc3c151524"},"url":"https://huggingface.co/collections/HuggingFaceH4/zephyr-orpo-6617eba2c5c0e2cc3c151524","raw":"https://huggingface.co/collections/HuggingFaceH4/zephyr-orpo-6617eba2c5c0e2cc3c151524"}],"rawContent":"Introducing Zephyr 141B-A35B 🪁: \n\nhttps://huggingface.co/HuggingFaceH4/zephyr-orpo-141b-A35b-v0.1\n\nYesterday, Mistral released their latest base model (via magnet link of course 😅) and the community quickly converted it to transformers format and pushed it to the Hub: https://huggingface.co/mistral-community/Mixtral-8x22B-v0.1\n\nEarly evals of this model looked extremely strong, so we teamed up with Argilla and KAIST AI to cook up a Zephyr recipe with a few new alignment techniques that came out recently:\n\n🧑‍🍳 Align the base model with Odds Ratio Preference Optimisation (ORPO). This novel algorithm developed by @JW17 and @nlee-208 and @j6mes and does not require an SFT step to achieve high performance and is thus much more computationally efficient than methods like DPO and PPO. \n\n🦫 Use a brand new dataset of 7k high-quality, multi-turn preferences that has been developed by our friends at Argilla. To create this dataset, they took the excellent Capybara SFT dataset from @LDJnr https://huggingface.co/datasets/LDJnr/Capybara and converted it into a preference dataset by augmenting the final turn with responses from new LLMs that were then ranked by GPT-4.\n\nWhat we find especially neat about this approach is that training on 7k samples only takes ~1.3h on 4 H100 nodes, yet produces a model that is very strong on chat benchmarks like IFEval and BBH.\n\nKudos to @alvarobartt @JW17 and @nlee-208 for this very nice and fast-paced collab!\n\nFor more details on the paper and dataset, checkout our collection: https://huggingface.co/collections/HuggingFaceH4/zephyr-orpo-6617eba2c5c0e2cc3c151524","author":{"avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1594651707950-noauth.jpeg","fullname":"Lewis Tunstall","name":"lewtun","type":"user","isPro":true,"isHf":true,"isFollowing":false},"attachments":[{"type":"image","url":"https://cdn-uploads.huggingface.co/production/uploads/5f0c746619cb630495b814fd/FlnsqNXJIX4qhxvFkko09.png"}],"mentions":[{"avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/60f0608166e5701b80ed3f02/ZSIRRZgthYnTinV1wGE1N.jpeg","fullname":"Alvaro Bartolome","name":"alvarobartt","type":"user","isPro":false,"isHf":false},{"avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/63b54db5889aa6707f08f2d1/zUnyx-8Zabxr54poZtUo4.jpeg","fullname":"James Thorne","name":"j6mes","type":"user","isPro":false,"isHf":false},{"avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6415c043486c7c9a5d151583/fUdYFh6iVh57swCkBEy-y.jpeg","fullname":"Jiwoo Hong","name":"JW17","type":"user","isPro":false,"isHf":false},{"avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/noauth/2GjRE8z9lYNeelnBTz5ym.png","fullname":"Luigi D","name":"LDJnr","type":"user","isPro":false,"isHf":false},{"avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6296fe6f7d586f66c3957f33/lCHe1mBVRzQ1sKsXD2OUd.jpeg","fullname":"Noah Lee","name":"nlee-208","type":"user","isPro":false,"isHf":false}],"reactions":[{"reaction":"❤️","users":["alvarobartt","mehungrymunchie","nlee-208","SilentWraith","JW17","samusenps","hakunamatata1997","dakshdeephere","NouRed","victor","osanseviero","avinash02","fynnkroeger","dillfrescott","clem","philschmid","srisree"],"count":17},{"reaction":"🤗","users":["beta3","clem","SilentWraith","JW17","mathiasn1","victor","osanseviero","NickyNicky","alvarobartt","dillfrescott","philschmid"],"count":11}],"publishedAt":"2024-04-11T22:03:32.000Z","updatedAt":"2024-04-11T22:03:32.500Z","commentators":[],"url":"/posts/lewtun/386517270632277","totalUniqueImpressions":3463,"numComments":0},{"slug":"683697778080709","content":[{"type":"text","value":"Can we align code generation models to be good at chat without compromising their base capabilities 🤔?","raw":"Can we align code generation models to be good at chat without compromising their base capabilities 🤔?"},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"This was the question the H4 team asked itself when BigCode released StarCoder2 a bit over a week ago. We knew that code models like ","raw":"This was the question the H4 team asked itself when BigCode released StarCoder2 a bit over a week ago. We knew that code models like "},{"type":"resource","resource":{"type":"model","id":"deepseek-ai/deepseek-coder-6.7b-instruct"},"url":"https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-instruct","raw":"https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-instruct"},{"type":"text","value":" and ","raw":" and "},{"type":"resource","resource":{"type":"model","id":"m-a-p/OpenCodeInterpreter-DS-33B"},"url":"https://huggingface.co/m-a-p/OpenCodeInterpreter-DS-33B","raw":"https://huggingface.co/m-a-p/OpenCodeInterpreter-DS-33B"},{"type":"text","value":" get impressive scores on code benchmarks like HumanEval, but they tend to score poorly on chat benchmarks like MT Bench and IFEval. We also knew that the Zephyr recipe we applied to Mistral 7B produced a strong chat model, so we wondered -- could be tweaked to produce a strong coding assistant?","raw":" get impressive scores on code benchmarks like HumanEval, but they tend to score poorly on chat benchmarks like MT Bench and IFEval. We also knew that the Zephyr recipe we applied to Mistral 7B produced a strong chat model, so we wondered -- could be tweaked to produce a strong coding assistant?"},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"It turns out the answer is yes and I'm happy to share StarChat2, a DPO fine-tune of StarCoder2 15B that scores highly on both HumanEval and MT Bench / IFEval 🌟!","raw":"It turns out the answer is yes and I'm happy to share StarChat2, a DPO fine-tune of StarCoder2 15B that scores highly on both HumanEval and MT Bench / IFEval 🌟!"},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"The most interesting lesson for me was that you get better models by blending in more code/math data than chat during the SFT step - in terms of tokens, we found a ratio of 3:1 worked best.","raw":"The most interesting lesson for me was that you get better models by blending in more code/math data than chat during the SFT step - in terms of tokens, we found a ratio of 3:1 worked best."},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"Anyway, here's a demo of the model, along with all the code and datasets we used to train it:","raw":"Anyway, here's a demo of the model, along with all the code and datasets we used to train it:"},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"* Demo: ","raw":"* Demo: "},{"type":"resource","resource":{"type":"space","id":"HuggingFaceH4/starchat2-playground"},"url":"https://huggingface.co/spaces/HuggingFaceH4/starchat2-playground","raw":"https://huggingface.co/spaces/HuggingFaceH4/starchat2-playground"},{"type":"new_line","raw":"\n"},{"type":"text","value":"* Collection: ","raw":"* Collection: "},{"type":"resource","resource":{"type":"collection","id":"HuggingFaceH4/starchat2-15b-65f068417b330fafad751fce"},"url":"https://huggingface.co/collections/HuggingFaceH4/starchat2-15b-65f068417b330fafad751fce","raw":"https://huggingface.co/collections/HuggingFaceH4/starchat2-15b-65f068417b330fafad751fce"},{"type":"new_line","raw":"\n"},{"type":"text","value":"* Recipe: ","raw":"* Recipe: "},{"type":"link","href":"https://github.com/huggingface/alignment-handbook","raw":"https://github.com/huggingface/alignment-handbook"},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"Hope it's useful to others!","raw":"Hope it's useful to others!"},{"type":"new_line","raw":"\n"}],"rawContent":"Can we align code generation models to be good at chat without compromising their base capabilities 🤔?\n\nThis was the question the H4 team asked itself when BigCode released StarCoder2 a bit over a week ago. We knew that code models like https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-instruct and https://huggingface.co/m-a-p/OpenCodeInterpreter-DS-33B get impressive scores on code benchmarks like HumanEval, but they tend to score poorly on chat benchmarks like MT Bench and IFEval. We also knew that the Zephyr recipe we applied to Mistral 7B produced a strong chat model, so we wondered -- could be tweaked to produce a strong coding assistant?\n\nIt turns out the answer is yes and I'm happy to share StarChat2, a DPO fine-tune of StarCoder2 15B that scores highly on both HumanEval and MT Bench / IFEval 🌟!\n\nThe most interesting lesson for me was that you get better models by blending in more code/math data than chat during the SFT step - in terms of tokens, we found a ratio of 3:1 worked best.\n\nAnyway, here's a demo of the model, along with all the code and datasets we used to train it:\n\n* Demo: https://huggingface.co/spaces/HuggingFaceH4/starchat2-playground\n* Collection: https://huggingface.co/collections/HuggingFaceH4/starchat2-15b-65f068417b330fafad751fce\n* Recipe: https://github.com/huggingface/alignment-handbook\n\nHope it's useful to others!\n","author":{"avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1594651707950-noauth.jpeg","fullname":"Lewis Tunstall","name":"lewtun","type":"user","isPro":true,"isHf":true,"isFollowing":false},"attachments":[{"type":"image","url":"https://cdn-uploads.huggingface.co/production/uploads/5f0c746619cb630495b814fd/y5NyAQheTwjNp9OJV_hbc.png"},{"type":"image","url":"https://cdn-uploads.huggingface.co/production/uploads/5f0c746619cb630495b814fd/TlTKEGSsZEauL_lNnMXN1.png"}],"mentions":[],"reactions":[{"reaction":"❤️","users":["lvwerra","kashif","osanseviero","smangrul","jordangong","Chunte","sasikiran","MexIvanov","vicgalle","medmac01"],"count":10},{"reaction":"👀","users":["victor"],"count":1},{"reaction":"🔥","users":["medmac01"],"count":1}],"publishedAt":"2024-03-12T19:51:04.000Z","updatedAt":"2024-03-14T02:24:39.361Z","commentators":[{"avatarUrl":"/avatars/7769fb2bdb05116cd3ea8a112f0beeeb.svg","fullname":"Sasi 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