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mlx-community
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embeddinggemma-2-nvfp4

Feature Extraction
MLX
Safetensors
multilingual
embedding_gemma2
mlx-vlm
embedding
sentence-similarity
multimodal
image-feature-extraction
audio-feature-extraction
video-feature-extraction
4-bit precision
Model card Files
xet
 Community
embeddinggemma-2-nvfp4
File size: 2,425 Bytes
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{
  "source_model": "google/embeddinggemma-2",
  "source_revision": "914f7f89142e33e77833254d9c9b90c3cef7303b",
  "mlx_vlm_revision": "3d87e88402f307efbf68e568971aa887ee7d9ed0",
  "variant": "nvfp4",
  "hardware": "Apple M3 Ultra",
  "mlx_version": "0.32.3",
  "transformers_version": "5.18.0.dev0",
  "validation_scope": "Six multilingual text inputs and synthetic image, audio, two-frame video, and text+image; numerical smoke checks, not a retrieval benchmark.",
  "tensor_count": 1596,
  "tensor_dtypes": [
    "BF16",
    "U32",
    "U8"
  ],
  "weight_bytes": 1098354512,
  "cases": {
    "audio": {
      "shape": [
        1,
        768
      ],
      "finite": true,
      "minimum_cosine_vs_torch_fp32": 0.9802272979169695,
      "maximum_absolute_error_vs_torch_fp32": 0.02003237258625193,
      "minimum_cosine_vs_source_bf16": 0.9801554372695555,
      "minimum_truncated_cosine_vs_torch_fp32": 0.9816903229454815
    },
    "image": {
      "shape": [
        1,
        768
      ],
      "finite": true,
      "minimum_cosine_vs_torch_fp32": 0.9915933798123155,
      "maximum_absolute_error_vs_torch_fp32": 0.017620143370074736,
      "minimum_cosine_vs_source_bf16": 0.9916633223645384,
      "minimum_truncated_cosine_vs_torch_fp32": 0.992140638740076
    },
    "text": {
      "shape": [
        6,
        768
      ],
      "finite": true,
      "minimum_cosine_vs_torch_fp32": 0.9806187006587285,
      "maximum_absolute_error_vs_torch_fp32": 0.02378729080233242,
      "minimum_cosine_vs_source_bf16": 0.9805855820726995,
      "minimum_truncated_cosine_vs_torch_fp32": 0.9816867502031378,
      "retrieval_scores_venus_mars": [
        0.6455942988395691,
        0.8219397068023682
      ]
    },
    "text_image": {
      "shape": [
        1,
        768
      ],
      "finite": true,
      "minimum_cosine_vs_torch_fp32": 0.9877009275280101,
      "maximum_absolute_error_vs_torch_fp32": 0.017077530643317997,
      "minimum_cosine_vs_source_bf16": 0.9873912535194416,
      "minimum_truncated_cosine_vs_torch_fp32": 0.9882139319952599
    },
    "video": {
      "shape": [
        1,
        768
      ],
      "finite": true,
      "minimum_cosine_vs_torch_fp32": 0.9875313525163498,
      "maximum_absolute_error_vs_torch_fp32": 0.018628835730066858,
      "minimum_cosine_vs_source_bf16": 0.9877214818796509,
      "minimum_truncated_cosine_vs_torch_fp32": 0.9879377322879118
    }
  }
}