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",[258,259],"policyLabels",[],"systemLabels",[],"products",[],"hasNimMetadata",{"_226":267,"_261":267,"_262":268,"_264":265},{"_226":260,"_261":260,"_262":263,"_264":265},"NLU","value","filter",{"_266":265,"_261":260},"category","label","field","NLP",{"_266":265,"_261":267},{"_126":1443,"_128":1444},"ngcApps",[1396],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1377":1378,"_1379":1380,"_1381":1382,"_1383":1384,"_1385":280,"_157":304,"_1386":1387,"_1388":57,"_1389":105,"_1390":105,"_1391":1392,"_1393":105,"_1394":1395},"amplitude",{"_1374":1375,"_975":-7,"_1376":32},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmNoaW5hTmltRGlzdHJpYnV0b3JzUmVkZXNpZ24lMjIlM0F0cnVlJTJDJTIyZW5hYmxlQ3NhV2lkZ2V0JTIyJTNBZmFsc2UlMkMlMjJlbmFibGVQcm9kdWN0R3JvdXBpbmdCeVN1YnNjcmlwdGlvbiUyMiUzQWZhbHNlJTJDJTIyY29udGFpbmVyU2Nhbm5pbmdSZWRlc2lnbk0xJTIyJTNBdHJ1ZSU3RA==","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1368":1369,"_1370":1371,"_1372":1373},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"1.7.3","defaultSearchSuggestions",{"_1250":187,"_1251":1252,"_1253":1254,"_1255":1256},"announcements",[],"consentState",{"_341":1240,"_1241":105,"_1242":32,"_1243":32,"_1244":1245},"consentConfig",{"_323":324,"_325":326,"_327":328,"_329":330,"_331":332,"_333":334,"_335":336,"_337":338,"_339":340,"_341":342},"showContactAdmin",1784295659931,[],[],[318,319,320,321,322],{"_46":60,"_48":71,"_50":121,"_52":-5,"_54":-5,"_56":57},{"_46":60,"_48":69,"_50":121,"_52":-5,"_54":-5,"_56":57},{"_46":60,"_48":61,"_50":121,"_52":-5,"_54":-5,"_56":57},{"_46":58,"_48":59,"_50":121,"_52":-5,"_54":-5,"_56":57},{"_46":47,"_48":49,"_50":121,"_52":-5,"_54":-5,"_56":57},"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