Model Overview

The GNMT v2 model is an improved version of the first Google's Neural Machine Translation System with a modified attention mechanism.

Model Architecture

The following image shows the GNMT model architecture:

$\"TrainingLoss\"$

Training

This model was trained using script available on NGC and in GitHub repo.

Dataset

The following datasets were used to train this model:

WMT16 English-German - Dataset for machine translation.

Performance

Performance numbers for this model are available in NGC.

References

License

This model was trained using open-source software available in Deep Learning Examples repository.\nFor terms of use, please refer to the license of the script and the datasets the model was derived from.

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Dataset for machine translation.\n\n\n## Performance\n\nPerformance numbers for this model are available in [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/dle/resources/gnmt_tf1/performance).\n\n## References\n- [Original paper](https://arxiv.org/abs/1609.08144)\n- [NVIDIA model implementation in NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/dle/resources/gnmt_tf1)\n- [NVIDIA model implementation on GitHub](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Translation/GNMT)\n\n## License\n\nThis model was trained using open-source software available in [Deep Learning Examples](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Translation/GNMT) repository.\nFor terms of use, please refer to the license of the script and the datasets the model was derived from.","displayName","GNMT TensorFlow checkpoint (AMP)",["D",1680637301979],"publisher","NVIDIA Deep Learning Examples","latestVersion","versions","collectionCounts","imageUrl","/api/image/nvidia/dle/models/gnmt__tf1_ckpt","rawImageUrl","https://assets.nvidiagrid.net/ngc/logos/Deep-Learning-Examples.png","canGuestDownload","latestVersionSizeInBytes","licenseTerms","isMultinodeEnabled","isMultiArchitecture","bias","explainability","privacy","safetyAndSecurity","featureLabels",[],"displayLabels",[252,253],"policyLabels",[],"systemLabels",[],"products",[],"hasNimMetadata",{"_220":261,"_255":261,"_256":262,"_258":259},{"_220":254,"_255":254,"_256":257,"_258":259},"NLU","value","filter",{"_260":259,"_255":254},"category","label","field","NLP",{"_260":259,"_255":261},{"_124":1448,"_126":1449},"ngcApps",[1401],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1383":1384,"_1385":1386,"_1387":1388,"_1389":1390,"_1391":274,"_151":298,"_1392":1393,"_1381":57,"_1394":103,"_1395":103,"_1396":1397,"_1398":103,"_1399":1400},"amplitude",{"_1379":1380,"_1381":57,"_970":-7,"_1382":32},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmNoaW5hTmltRGlzdHJpYnV0b3JzUmVkZXNpZ24lMjIlM0F0cnVlJTJDJTIyZW5hYmxlQ3NhV2lkZ2V0JTIyJTNBZmFsc2UlMkMlMjJlbmFibGVQcm9kdWN0R3JvdXBpbmdCeVN1YnNjcmlwdGlvbiUyMiUzQWZhbHNlJTJDJTIyY29udGFpbmVyU2Nhbm5pbmdSZWRlc2lnbk0xJTIyJTNBZmFsc2UlN0Q=","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1373":1374,"_1375":1376,"_1377":1378},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"1.4.0","defaultSearchSuggestions",{"_1245":181,"_1246":1247,"_1248":1249,"_1250":1251},"announcements",[],"consentState",{"_336":1235,"_1236":32,"_1237":32,"_1238":103,"_1239":1240},"consentConfig",{"_318":319,"_320":321,"_322":323,"_324":325,"_326":327,"_328":329,"_330":331,"_332":333,"_334":335,"_336":337},"showContactAdmin",1782439639028,[],[],[312,313,314,315,316],{"_46":60,"_48":70,"_50":119,"_52":-5,"_54":-5,"_56":57},{"_46":60,"_48":68,"_50":119,"_52":-5,"_54":-5,"_56":57},{"_46":60,"_48":61,"_50":119,"_52":-5,"_54":-5,"_56":57},{"_46":58,"_48":59,"_50":51,"_52":53,"_54":317,"_56":57},{"_46":47,"_48":49,"_50":119,"_52":-5,"_54":-5,"_56":57},2,"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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Name	Size	Updated	Actions
checkpoint	43 B	February 28, 2025 UTC	curl wget Download
model.ckpt-110448.data-00000-of-00001	1.84 GB	February 28, 2025 UTC	curl wget Download
model.ckpt-110448.index	3.15 KB	February 28, 2025 UTC	curl wget Download
model.ckpt-110448.meta	1.68 MB	February 28, 2025 UTC	curl wget Download