InstructRetro

Retro (Borgeaud et al., 2022) is an autoregressive decoder-only language model (LM) pretrained with retrieval-augmentation.\nRetro features practical scalibility to support large-scale pretraining from scratch by retrieving from trillions of token.\nPretraining with retrieval provides a more efficient storage mechanism of factual knowledge, when compared to storing factual knowledge implicitly within the network's parameters, thus largely reducing model parameters while achieving lower perplexity than standard GPT.\nRetro also provides the flexibility to update the\nknowledge stored in LMs (Wang et al., 2023a)\nby updating the retrieval database without training LMs again.

InstructRetro (Wang et al., 2023b) further scales up the size of Retro to 48B, featuring the largest LLM pretrained with retrieval (as of December 2023).\nThe obtained foundation model, Retro 48B, largely outperforms the GPT counterpart in terms of perplexity.\nWith instruction tuning on Retro, InstructRetro demonstrates significant improvement over the instruction tuned GPT on downstream tasks in the zero-shot setting. Specifically, the average improvement of InstructRetro is 7% over its GPT counterpart across 8 short-form QA tasks, and 10% over GPT across 4 challenging long-form QA tasks. We also find that one can ablate the encoder from InstructRetro architecture and directly use the InstructRetro decoder backbone as GPT, while achieving comparable results.

Model Overview

License

The use of this model is governed by the NVIDIA AI Foundation Models Community License Agreement.

Supported Hardware

H100
A100 80GB, A100 40GB

Model Version(s)

retro-8b-instruct-4k: Pretrained Retro 8B LM with instruction tuning.

Toolkit

Megatron-LM Framework

Environment

We recommend using docker environment to run the code.

Docker image

We provide a docker build file in Dockerfile for the reproduction. The docker image is based on nvcr.io/nvidia/pytorch:23.09-py3.

Install dependencies

Clone the Megatron repo:

git clone --branch InstructRetro https://github.com/NVIDIA/Megatron-LM.git\n

If docker is not available, we recommend starting from a clean conda environment with the following runtime dependencies:

Python 3.10
NVIDIA CUDA® 12.2.1
NVIDIA cuBLAS 12.2.5.6
NVIDIA cuDNN 8.9.5
NVIDIA NCCL 2.18.5
PyTorch 2.1.0a0+32f93b1

Then install Retro-specific dependencies, including:

pip install -U faiss-gpu\npip install -U transformers\npip install -U sentencepiece\npip install -U h5py\npip install -U nltk\npip install -U einops\n

Evaluation Command

Download our model checkpoint and tokenizer.

Specify the blank args in the tools/retro/text_generation/retro_generate.sh script, including model path, Retro workdir, and model related params.

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n

tr:nth-child(odd)]:bg-surface-sunken\">

Parameter	Value	Explanation
mod_par	4	Tensor parallelism
layers	32	Number of layers in the model
hid_dim	4096	Hidden dimension size
heads	32	Number of attention heads
pip_par	1	Pipeline parallelism

We present an example command to run retro generation with the InstructRetro checkpoints for the Natural Question (NQ) task. The example command is for the 8b InstructRetro. Please specify the directory for the NQ dataset and update the command accordingly for other checkpoints.

2\n\">

bash tools/retro/text_generation/retro_generate.sh nq 8b greedy test  0 20000 1000 5 pp1 <path/to/checkpoint> 2\n

The generated responses will be saved in the corresponding checkpoint directory. For example, for the 8b InstructRetro, it will be saved to\n<path/to/retro>/retro-generate-nq_5_2_8b_test_greedy_0_20000_1000.txt.

To evaluate the F1 / Exact Match (EM) scores of the generated responses, we provide an example script to run the evaluation on the NQ dataset. Please specify the directory for the NQ dataset and update the command accordingly for other checkpoints and downstream tasks.

python3 tools/retro/text_generation/evaluate.py\n

Citations

See more details from our papers:

Shall we Pretrain Autoregressive Language Models with Retrieval? A Comprehensive Study.

Boxin Wang, Wei Ping, Peng Xu, Lawrence McAfee, Zihan Liu, Mohammad Shoeybi, Yi Dong, Oleksii Kuchaiev, Bo Li, Chaowei Xiao, Anima Anandkumar, Bryan Catanzaro. (EMNLP 2023)

InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining.

Boxin Wang, Wei Ping, Lawrence McAfee, Peng Xu, Bo Li, Mohammad Shoeybi, Bryan Catanzaro.

Please cite the papers as follows if you use the data or code from this repo:

@inproceedings{wang2023shall,\n    title   = {Shall We Pretrain Autoregressive Language Models with Retrieval? A Comprehensive Study},\n    author  = {Boxin Wang and Wei Ping and Peng Xu and Lawrence McAfee and Zihan Liu and Mohammad Shoeybi and Yi Dong and Oleksii Kuchaiev and Bo Li and Chaowei Xiao and Anima Anandkumar and Bryan Catanzaro},\n    journal = {The 2023 Conference on Empirical Methods in Natural Language Processing},\n    year    = {2023}\n}\n\n@article{wang2023instructretro,\n    title   = {InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining},\n    author  = {Boxin Wang and Wei Ping and Lawrence McAfee and Peng Xu and Bo Li and Mohammad Shoeybi and Bryan Catanzaro},\n    year    = {2023},\n    journal = {arXiv preprint arXiv: 2310.07713}\n}\n

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Specifically, the average improvement of InstructRetro is 7% over its GPT counterpart across 8 short-form QA tasks, and 10% over GPT across 4 challenging long-form QA tasks. We also find that one can ablate the encoder from InstructRetro architecture and directly use the InstructRetro decoder backbone as GPT, while achieving comparable results.\n\n### Model Overview\n\n#### License\n\nThe use of this model is governed by the [NVIDIA AI Foundation Models Community License Agreement](https://developer.nvidia.com/downloads/nv-ai-foundation-models-license).\n\n#### Supported Hardware\n\n- H100\n- A100 80GB, A100 40GB\n\n#### Model Version(s)\n\n`retro-8b-instruct-4k`: Pretrained Retro 8B LM with instruction tuning.\n\n#### Toolkit\n\n[Megatron-LM Framework](https://github.com/NVIDIA/Megatron-LM/tree/InstructRetro)\n\n### Environment\n\nWe recommend using docker environment to run the code.\n\n#### Docker image\n\nWe provide a docker build file in [Dockerfile](https://github.com/NVIDIA/Megatron-LM/blob/InstructRetro/tools/retro/examples/Dockerfile) for the reproduction. The docker image is based on `nvcr.io/nvidia/pytorch:23.09-py3`.\n\n#### Install dependencies\n\nClone the Megatron repo:\n\n```bash\ngit clone --branch InstructRetro https://github.com/NVIDIA/Megatron-LM.git\n```\n\nIf docker is not available, we recommend starting from a clean conda environment with the following runtime dependencies:\n\n- Python 3.10\n- NVIDIA CUDA® 12.2.1\n- NVIDIA cuBLAS 12.2.5.6\n- NVIDIA cuDNN 8.9.5\n- NVIDIA NCCL 2.18.5\n- PyTorch 2.1.0a0+32f93b1\n\nThen install Retro-specific dependencies, including:\n\n```bash\npip install -U faiss-gpu\npip install -U transformers\npip install -U sentencepiece\npip install -U h5py\npip install -U nltk\npip install -U einops\n```\n\n### Evaluation Command\n\nDownload our model checkpoint and tokenizer.\n\nSpecify the blank args in the [tools/retro/text_generation/retro_generate.sh](https://github.com/NVIDIA/Megatron-LM/blob/InstructRetro/tools/retro/text_generation/retro_generate.sh) script, including model path, Retro workdir, and model related params.\n\n| Parameter | Value | Explanation |\n|-----------|-------|-----------------------------------|\n| mod_par | 4 | Tensor parallelism |\n| layers | 32 | Number of layers in the model |\n| hid_dim | 4096 | Hidden dimension size |\n| heads | 32 | Number of attention heads |\n| pip_par | 1 | Pipeline parallelism |\n\nWe present an example command to run retro generation with the InstructRetro checkpoints for the Natural Question (NQ) task. The example command is for the 8b InstructRetro. Please specify the directory for the NQ dataset and update the command accordingly for other checkpoints.\n\n```\nbash tools/retro/text_generation/retro_generate.sh nq 8b greedy test 0 20000 1000 5 pp1 2\n```\n\nThe generated responses will be saved in the corresponding checkpoint directory. For example, for the 8b InstructRetro, it will be saved to\n`/retro-generate-nq_5_2_8b_test_greedy_0_20000_1000.txt`.\n\nTo evaluate the F1 / Exact Match (EM) scores of the generated responses, we provide an example script to run the evaluation on the NQ dataset. Please specify the directory for the NQ dataset and update the command accordingly for other checkpoints and downstream tasks.\n\n```bash\npython3 tools/retro/text_generation/evaluate.py\n```\n\n## Citations\n\nSee more details from our papers:\n\n[Shall we Pretrain Autoregressive Language Models with Retrieval? A Comprehensive Study.](https://arxiv.org/abs/2304.06762)\n\n_Boxin Wang, Wei Ping, Peng Xu, Lawrence McAfee, Zihan Liu, Mohammad Shoeybi, Yi Dong, Oleksii Kuchaiev, Bo Li, Chaowei Xiao, Anima Anandkumar, Bryan Catanzaro._ (EMNLP 2023)\n\n[InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining.](https://arxiv.org/abs/2310.07713)\n\n_Boxin Wang, Wei Ping, Lawrence McAfee, Peng Xu, Bo Li, Mohammad Shoeybi, Bryan Catanzaro._\n\nPlease cite the papers as follows if you use the data or code from this repo:\n\n```bibtex\n@inproceedings{wang2023shall,\n title = {Shall We Pretrain Autoregressive Language Models with Retrieval? A Comprehensive Study},\n author = {Boxin Wang and Wei Ping and Peng Xu and Lawrence McAfee and Zihan Liu and Mohammad Shoeybi and Yi Dong and Oleksii Kuchaiev and Bo Li and Chaowei Xiao and Anima Anandkumar and Bryan Catanzaro},\n journal = {The 2023 Conference on Empirical Methods in Natural Language Processing},\n year = {2023}\n}\n\n@article{wang2023instructretro,\n title = {InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining},\n author = {Boxin Wang and Wei Ping and Lawrence McAfee and Peng Xu and Bo Li and Mohammad Shoeybi and Bryan Catanzaro},\n year = {2023},\n journal = {arXiv preprint arXiv: 2310.07713}\n}\n```","displayName",["D",1705454626469],"publisher","NVIDIA","latestVersion","collectionCounts","imageUrl","/api/image/nvidia/-/models/retro-8b-instruct-4k","rawImageUrl","https://assets.nvidiagrid.net/ngc/logos/Deep-Learning-and-AI.png","canGuestDownload","latestVersionSizeInBytes",15088717973,"licenseTerms","isMultinodeEnabled","isMultiArchitecture","bias","","explainability","privacy","safetyAndSecurity","featureLabels",[],"displayLabels",[247,248,249,250,251,252,253,254,255,256],"policyLabels",[],"systemLabels",[],"products",[],"hasNimMetadata","computedResourceType",{"_214":291,"_258":292,"_260":293,"_262":263},{"_214":288,"_258":289,"_260":290,"_262":263},{"_214":285,"_258":286,"_260":287,"_262":263},{"_214":281,"_258":282,"_260":283,"_262":263},{"_214":278,"_258":278,"_260":279,"_262":263},{"_214":275,"_258":276,"_260":277,"_262":263},{"_214":273,"_258":273,"_260":274,"_262":263},{"_214":269,"_258":270,"_260":271,"_262":263},{"_214":266,"_258":266,"_260":267,"_262":263},{"_214":257,"_258":259,"_260":261,"_262":263},"Question Answering","value","uscs_question_answering","filter",{"_264":265,"_258":259},"category","label","field","application","PyTorch",{"_264":268,"_258":266},"framework","NVIDIA AI","soln_nvidia_ai",{"_264":272,"_258":270},"technology","Megatron-LM",{"_264":268,"_258":273},"Language Modeling","uscs_language_modeling",{"_264":265,"_258":276},"English",{"_264":280,"_258":278},"language","CUDA Toolkit","pltfm_cuda_toolkit",{"_264":284,"_258":282},"platform","CUDA","pltfm_cuda",{"_264":284,"_258":286},"Conversational AI","soln_conversational_ai",{"_264":272,"_258":289},"AI","soln_ai",{"_264":272,"_258":292},{"_121":1426,"_123":1427},"ngcApps",[1379],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1360":1361,"_1362":1363,"_1364":1365,"_1366":1367,"_1368":305,"_152":331,"_1369":1370,"_1371":59,"_1372":100,"_1373":100,"_1374":1375,"_1376":100,"_1377":1378},"amplitude",{"_1357":1358,"_966":-7,"_1359":34},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmVuYWJsZUNzYVdpZGdldCUyMiUzQWZhbHNlJTJDJTIyY29udGFpbmVyU2Nhbm5pbmdSZWRlc2lnbk0yJTIyJTNBZmFsc2UlN0Q=","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1351":1352,"_1353":1354,"_1355":1356},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"manageableExternalUserGroups",[],"ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"now",1793030870195,"1.28.1","defaultSearchSuggestions",{"_1236":231,"_1237":1238,"_1239":1240,"_1241":1242},"announcements",[],"consentState",{"_369":1226,"_1227":34,"_1228":34,"_1229":100,"_1230":1231},"consentConfig",{"_351":352,"_353":354,"_355":356,"_357":358,"_359":360,"_361":362,"_363":364,"_365":366,"_367":368,"_369":370},"showContactAdmin",1793030870196,[],[],[345,346,347,348,349],{"_48":63,"_50":73,"_52":116,"_54":-5,"_56":-5,"_58":59},{"_48":63,"_50":70,"_52":116,"_54":-5,"_56":-5,"_58":59},{"_48":63,"_50":64,"_52":116,"_54":-5,"_56":-5,"_58":59},{"_48":60,"_50":61,"_52":116,"_54":-5,"_56":-5,"_58":59},{"_48":49,"_50":51,"_52":53,"_54":55,"_56":350,"_58":59},4,"mainInfoText","We and our third-party partners (including social media, advertising, and analytics partners) use cookies and other tracking technologies to collect, store, monitor, and process certain information about you when you visit our website. 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These cookies enable us to provide enhanced website functionality and personalization as well as make the marketing messages we send to you more relevant to your interests. 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This enables site owners to prevent cookies in each category from being set in the users browser, when consent is not given. The cookie has a normal lifespan of one year, so that returning visitors to the site will have their preferences remembered. It contains no information that can identify the site visitor.","_rdt_em","This cookie name is associated with Reddit which is used to manage session state and user interactions.","events.nvidia.com","This cookie is associated with the Amazon Web Services Elastic Load Balancing functionality for routing client request on the server.Used to attribute commission to affiliates when you arrive at the website from an affiliate referral link. It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","sessionid","This is a very generic cookie name that may have different purposes on different sites, but generally it will be some kind of anonymous session identifier.","_csrf","This cookie is used to prevent Cross-Site Request Forgery (CSRF) attacks, ensuring that each request made to the server is from the user's browser and is intentional.","enterprise-support.nvidia.com","renderCtx","academicgrants.nvidia.com","Used to store site parameters in the session for reuse across requests by a single client for functionality and performance reasons.","This cookie is managed by AWS and is used for load balancing.Used to attribute commission to affiliates when you arrive at the website from an affiliate referral link. It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","nvidiaCart","This domain is owned by NVIDIA Corporation which provides information about the company, its products, solutions, industries, news, events, and career opportunities.","nv_co","__uxq412__ses.88c1","AWS ELB application load balancerUsed to attribute commission to affiliates when you arrive at the website from an affiliate referral link. It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","learn.learn.nvidia.com","pctrk","Used to count page views by unauthenticated users against license usage.","bm_s","This cookie is associated with Akamai. 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It is a temporary cookie used to determine if the browser accepts cookies.","XSRF-TOKEN","This cookie is written to help with site security in preventing Cross-Site Request Forgery attacks.This cookie helps with site security in preventing Cross-Site Request Forgery attacks.","bpazaws52gukakzc__ctrl0_ctl78_list_ctl09_systemcaptcha","ph_phc_yQgAEdJJkVpI24NdSRID2mor1x1leRpDoC9yZ9mfXal_posthog","The PostHog ph_phc_xxx cookie is a session cookie used for identifying and tracking visitors on websites, helping us understand user behavior and website performance.","PHPSESSID","PHP session cookie associated with embedded content from this domain.\n","base.manager.learn.nvidia.com","bm_ss","This cookie is used to help protect websites from automated bot traffic.","_devzone_session","This cookie is likely used to maintain a user session on the website by the server. 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