Translation
Transformers
Safetensors
gemma3_text
text-generation
subtitles
compressed-tensors
nvfp4
vllm
text-generation-inference
8-bit precision
Instructions to use henry1477/translategemma-27b-it-NVFP4A16 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use henry1477/translategemma-27b-it-NVFP4A16 with Transformers:
# Use a pipeline as a high-level helper # Warning: Pipeline type "translation" is no longer supported in transformers v5. # You must load the model directly (see below) or downgrade to v4.x with: # 'pip install "transformers<5.0.0' from transformers import pipeline pipe = pipeline("translation", model="henry1477/translategemma-27b-it-NVFP4A16")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("henry1477/translategemma-27b-it-NVFP4A16") model = AutoModelForCausalLM.from_pretrained("henry1477/translategemma-27b-it-NVFP4A16", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "schemaVersion": 1, | |
| "model": { | |
| "repo": "henry1477/translategemma-27b-it-NVFP4A16", | |
| "baseRepo": "google/translategemma-27b-it", | |
| "baseRevision": "7d10f0b72f89a2d0f268cea30727d8b77c0d25c2", | |
| "scheme": "NVFP4A16", | |
| "architecture": "Gemma3ForCausalLM", | |
| "checkpointSha256": "a636a4d1b71c6e0c7d8450e0d70c2ed494fa74594b4a8652c0da2f24b7f92f5c", | |
| "parametersBefore": 27432406640, | |
| "parametersAfter": 27009346304 | |
| }, | |
| "calibration": { | |
| "prompts": 512, | |
| "cues": 10240, | |
| "sourceLanguages": [ | |
| "ar", | |
| "bg", | |
| "ca", | |
| "cs", | |
| "da", | |
| "de", | |
| "el", | |
| "es", | |
| "fi", | |
| "fr", | |
| "he", | |
| "hi", | |
| "hu", | |
| "id", | |
| "it", | |
| "ja", | |
| "ko", | |
| "ms", | |
| "nl", | |
| "no", | |
| "pl", | |
| "pt", | |
| "ro", | |
| "ru", | |
| "sv", | |
| "th", | |
| "tr", | |
| "uk", | |
| "vi", | |
| "zh" | |
| ], | |
| "targetLanguages": [ | |
| "en", | |
| "es-MX" | |
| ], | |
| "sha256": "d5e42cebbf1e5c9f05e04c84751bac3076ca8886c98cad42442115075625159c", | |
| "maxSequenceLength": 2048, | |
| "rtnFallbackModules": 62, | |
| "rtnFallbackPattern": "model.layers.{0..61}.mlp.down_proj" | |
| }, | |
| "productionProfile": { | |
| "maxModelLen": 4096, | |
| "constrainedJson": true, | |
| "gpuMemoryUtilization": 0.78, | |
| "maxNumSeqs": 4, | |
| "waveConcurrency": 2, | |
| "kvAllocatorHeadroom": true | |
| }, | |
| "baseline": { | |
| "repo": "henry1477/translategemma-12b-it-NVFP4A16", | |
| "revision": "a4afd9372aaad181f97ba2ba057524ea95d281e7", | |
| "succeeded": true, | |
| "structuralPass": true, | |
| "metrics": { | |
| "engine": "vllm", | |
| "label": "12b-real-corpus-production-recovery", | |
| "model": "/models/huggingface/models--henry1477--translategemma-12b-it-NVFP4A16/snapshots/a4afd9372aaad181f97ba2ba057524ea95d281e7", | |
| "timestamp": "2026-08-28T04:51:20Z", | |
| "load_seconds": 97.9, | |
| "generate_seconds": 20.5, | |
| "first_token_seconds": null, | |
| "output_tokens": 10146, | |
| "generation_requests": 18, | |
| "recovery_splits": 2, | |
| "output_tokens_per_second": 494.1, | |
| "scenes_per_minute": 40.91, | |
| "peak_vram_mib": 30456, | |
| "max_num_seqs": 16, | |
| "max_model_len": 4096, | |
| "constrained_json": true, | |
| "clock_drift_pct": 1395.9, | |
| "scenes": 14, | |
| "validated": 14, | |
| "validation_rate": 100.0, | |
| "cues": 261, | |
| "copy_rate": 1.9157088122605364, | |
| "empty_cues": 0, | |
| "length_ratio_median": 1.091, | |
| "chrf_vs_reference": 95.86, | |
| "chrf_vs_int8": 95.86, | |
| "chrf_samples": 261 | |
| } | |
| }, | |
| "candidate": { | |
| "modelLoaded": true, | |
| "structuralPass": true, | |
| "qualityRegression": false, | |
| "releaseStable": true, | |
| "waves": [ | |
| { | |
| "number": 1, | |
| "executed": true, | |
| "exitCode": 0, | |
| "structuralPass": true, | |
| "generationCalls": 8, | |
| "elapsedSeconds": 195.98844933509827, | |
| "releaseStable": true, | |
| "remainingGpuProcesses": "" | |
| }, | |
| { | |
| "number": 2, | |
| "executed": true, | |
| "exitCode": 0, | |
| "structuralPass": true, | |
| "generationCalls": 8, | |
| "elapsedSeconds": 53.89741849899292, | |
| "releaseStable": true, | |
| "remainingGpuProcesses": "" | |
| } | |
| ], | |
| "realCorpusWaves": [ | |
| { | |
| "engine": "vllm", | |
| "label": "27b-real-corpus-wave-1", | |
| "model": "/out/translategemma-27b-it-NVFP4A16", | |
| "timestamp": "2026-08-28T04:55:26Z", | |
| "load_seconds": 187.3, | |
| "generate_seconds": 38.7, | |
| "first_token_seconds": null, | |
| "output_tokens": 8292, | |
| "generation_requests": 14, | |
| "recovery_splits": 0, | |
| "output_tokens_per_second": 214.52, | |
| "scenes_per_minute": 21.73, | |
| "peak_vram_mib": 24800, | |
| "max_num_seqs": 4, | |
| "max_model_len": 4096, | |
| "constrained_json": true, | |
| "clock_drift_pct": 180.5, | |
| "scenes": 14, | |
| "validated": 14, | |
| "validation_rate": 100.0, | |
| "cues": 261, | |
| "copy_rate": 2.681992337164751, | |
| "empty_cues": 0, | |
| "length_ratio_median": 1.061, | |
| "chrf_vs_reference": 65.19, | |
| "chrf_vs_int8": 65.19, | |
| "chrf_samples": 261 | |
| }, | |
| { | |
| "engine": "vllm", | |
| "label": "27b-real-corpus-wave-2", | |
| "model": "/out/translategemma-27b-it-NVFP4A16", | |
| "timestamp": "2026-08-28T05:00:06Z", | |
| "load_seconds": 135.0, | |
| "generate_seconds": 37.7, | |
| "first_token_seconds": null, | |
| "output_tokens": 8276, | |
| "generation_requests": 14, | |
| "recovery_splits": 0, | |
| "output_tokens_per_second": 219.65, | |
| "scenes_per_minute": 22.29, | |
| "peak_vram_mib": 26618, | |
| "max_num_seqs": 4, | |
| "max_model_len": 4096, | |
| "constrained_json": true, | |
| "clock_drift_pct": 1392.3, | |
| "scenes": 14, | |
| "validated": 14, | |
| "validation_rate": 100.0, | |
| "cues": 261, | |
| "copy_rate": 2.681992337164751, | |
| "empty_cues": 0, | |
| "length_ratio_median": 1.062, | |
| "chrf_vs_reference": 64.86, | |
| "chrf_vs_int8": 64.86, | |
| "chrf_samples": 261 | |
| } | |
| ], | |
| "sourceConditionedQuality": { | |
| "mode": "reference-free-QE", | |
| "lowerIsBetter": true, | |
| "cues": 261, | |
| "evaluator": { | |
| "repo": "google/metricx-24-hybrid-large-v2p6", | |
| "revision": "51e875ba5c525c81627cfd135ee10f43c87dce00", | |
| "codeRevision": "fc4978eb064670f7cc33e93ea4f52d38396b8ae6" | |
| }, | |
| "baselineMeanError": 5.573672558992773, | |
| "candidateMeanError": 4.607441142943627, | |
| "candidateWins": 140, | |
| "baselineWins": 104, | |
| "ties": 17, | |
| "inputSha256": "728959634edee1956351111a951b0c9112a37c43780ae76db9b73ebbace9153a", | |
| "outputSha256": "6654017948d897bd135ab9841a10c18c3c36c0b40bb1c3315b572242c1ff01a2" | |
| }, | |
| "manualReview": { | |
| "reviewerType": "Codex bilingual source-grounded manual audit", | |
| "reviewedAt": "2026-08-28T05:08:00Z", | |
| "method": "Adversarial sample: the 20 largest MetricX candidate-minus-baseline error deltas plus systematic every-eighth-cue coverage to 50 unique cues. Each Spanish ASR fragment was compared directly with both English outputs.", | |
| "sampledCues": 50, | |
| "passed": true, | |
| "candidateMajorErrorCueIds": [ | |
| "a1-c000071", | |
| "a1-c000193" | |
| ], | |
| "baselineMajorErrorCueIds": [ | |
| "a1-c000031", | |
| "a1-c000129", | |
| "a1-c000137" | |
| ], | |
| "limitations": "Source ASR contains many incomplete fragments; judgments assess faithfulness at the durable cue boundary and explicitly retain ambiguous cases as equivalent rather than guessing missing context. This is an AI-assisted manual audit, not a human review.", | |
| "counts": { | |
| "candidate_better": 10, | |
| "baseline_better": 9, | |
| "equivalent_or_no_material_regression": 31 | |
| } | |
| }, | |
| "multilingual": { | |
| "schemaVersion": 1, | |
| "label": "27b-multilingual", | |
| "model": "/out/translategemma-27b-it-NVFP4A16", | |
| "timestamp": "2026-08-28T05:17:11Z", | |
| "productionProfile": { | |
| "maxModelLen": 4096, | |
| "constrainedJson": true, | |
| "gpuMemoryUtilization": 0.78, | |
| "maxNumSeqs": 4 | |
| }, | |
| "sourceLanguages": [ | |
| "ar", | |
| "bg", | |
| "ca", | |
| "cs", | |
| "da", | |
| "de", | |
| "el", | |
| "es", | |
| "fi", | |
| "fr", | |
| "he", | |
| "hi", | |
| "hu", | |
| "id", | |
| "it", | |
| "ja", | |
| "ko", | |
| "ms", | |
| "nl", | |
| "no", | |
| "pl", | |
| "pt", | |
| "ro", | |
| "ru", | |
| "sv", | |
| "th", | |
| "tr", | |
| "uk", | |
| "vi", | |
| "zh" | |
| ], | |
| "targets": [ | |
| "en", | |
| "es-MX" | |
| ], | |
| "loadSeconds": 131.22, | |
| "generationSeconds": 143.34, | |
| "peakVramMiB": 26625, | |
| "scenes": 60, | |
| "cues": 1200, | |
| "structuralScenes": 60, | |
| "structuralPassRate": 100.0, | |
| "emptyCues": 0, | |
| "sourceCopyRate": 2.92, | |
| "chrfVs12BMean": 75.55, | |
| "chrfVs12BMedian": 83.23, | |
| "chrfVs12BBySource": { | |
| "ar": 72.42, | |
| "bg": 76.13, | |
| "ca": 77.91, | |
| "cs": 74.33, | |
| "da": 86.96, | |
| "de": 70.92, | |
| "el": 81.63, | |
| "es": 88.2, | |
| "fi": 85.81, | |
| "fr": 81.35, | |
| "he": 75.67, | |
| "hi": 70.25, | |
| "hu": 84.41, | |
| "id": 77.8, | |
| "it": 83.87, | |
| "ja": 58.54, | |
| "ko": 59.12, | |
| "ms": 60.5, | |
| "nl": 83.55, | |
| "no": 81.41, | |
| "pl": 79.38, | |
| "pt": 75.32, | |
| "ro": 82.33, | |
| "ru": 80.34, | |
| "sv": 79.61, | |
| "th": 59.11, | |
| "tr": 71.0, | |
| "uk": 69.63, | |
| "vi": 76.03, | |
| "zh": 63.02 | |
| } | |
| } | |
| }, | |
| "multilingualBaseline": { | |
| "schemaVersion": 1, | |
| "label": "12b-multilingual", | |
| "model": "/models/huggingface/models--henry1477--translategemma-12b-it-NVFP4A16/snapshots/a4afd9372aaad181f97ba2ba057524ea95d281e7", | |
| "timestamp": "2026-08-28T05:12:18Z", | |
| "productionProfile": { | |
| "maxModelLen": 4096, | |
| "constrainedJson": true, | |
| "gpuMemoryUtilization": 0.88, | |
| "maxNumSeqs": 16 | |
| }, | |
| "sourceLanguages": [ | |
| "ar", | |
| "bg", | |
| "ca", | |
| "cs", | |
| "da", | |
| "de", | |
| "el", | |
| "es", | |
| "fi", | |
| "fr", | |
| "he", | |
| "hi", | |
| "hu", | |
| "id", | |
| "it", | |
| "ja", | |
| "ko", | |
| "ms", | |
| "nl", | |
| "no", | |
| "pl", | |
| "pt", | |
| "ro", | |
| "ru", | |
| "sv", | |
| "th", | |
| "tr", | |
| "uk", | |
| "vi", | |
| "zh" | |
| ], | |
| "targets": [ | |
| "en", | |
| "es-MX" | |
| ], | |
| "loadSeconds": 114.06, | |
| "generationSeconds": 36.6, | |
| "peakVramMiB": 30993, | |
| "scenes": 60, | |
| "cues": 1200, | |
| "structuralScenes": 60, | |
| "structuralPassRate": 100.0, | |
| "emptyCues": 0, | |
| "sourceCopyRate": 2.92, | |
| "chrfVs12BMean": null, | |
| "chrfVs12BMedian": null, | |
| "chrfVs12BBySource": {} | |
| }, | |
| "qualityDecision": { | |
| "present": true, | |
| "matchingRevisions": true, | |
| "baselineStructuralPass": true, | |
| "candidateStructuralPass": true, | |
| "chrfVs12B": 65.19, | |
| "minimumChrfVs12B": 80.0, | |
| "lexicalAgreementPass": false, | |
| "sourceConditionedQualityPass": true, | |
| "qualityMetricPass": true, | |
| "copyRatePass": true, | |
| "manualReviewPass": true, | |
| "humanReviewPass": true, | |
| "noStructuralRegression": true, | |
| "noQualityRegression": true | |
| }, | |
| "environment": { | |
| "gpuUuid": "GPU-4bd4db57-095d-d266-8453-a4d9dc822610", | |
| "gpuName": "NVIDIA GeForce RTX 5090", | |
| "vramMiB": 32607, | |
| "driverVersion": "595.79", | |
| "cudaRuntime": "13.2", | |
| "vllmVersion": "0.27.1", | |
| "torchVersion": "2.13.0+cu130", | |
| "pipelineCommit": "7cde44cede87fa97cf5e57125c002ea33af3aee9" | |
| }, | |
| "artifacts": { | |
| "real-12b.json": "69e6e69d8594f5250a3b3e199ed45798fca35f94b8a373da351b69413c29709f", | |
| "real-27b-wave1.json": "0d148ac727dfb3fd51c61599d235dcd2a10718a26e166fe43a4a8813059c9db6", | |
| "real-27b-wave2.json": "334e59c75deba46a47ce3da607bad7cb639925fb208ad660bfe3523569b61d75", | |
| "multi-12b.json": "393a466316c496f138ca6a3000e34ac49f1770becc40ba5a5d7f728f67f868aa", | |
| "multi-27b.json": "d6802aae0ec472ad4db06d95248e60e04c0426f7d634ebcd3f6de2f01e8ffe58", | |
| "metricx-quality.json": "865adfd33054d57f8fb1ac40f3d016d66c5c46d65b31aaad0985c503411254b6", | |
| "manual-quality-audit.json": "d00f8c6afbbff1d5d1dcc904ddf9248057fdbd6df23ebe4600d0e5cef3c5b59d", | |
| "production-waves.json": "31f28efa6a4d3424f21241026dd3f32935c67fa41c4d3417b4f7a402da1dc8cf" | |
| }, | |
| "approval": { | |
| "passed": true, | |
| "reason": "All structural, two-wave release, multilingual, source-conditioned QE, and adversarial manual-audit gates passed." | |
| } | |
| } | |