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TEI with local models don't load Dense layers #732

@dstnluong-google

Description

@dstnluong-google

System Info

Command:

model=<path to local model>

docker run --gpus all -p 8080:80 -v /home:/home --pull always ghcr.io/huggingface/text-embeddings-inference:hopper-1.8 --model-id $model

model:

{
  "model_id": "/home/.../embeddinggemma-300m",
  "model_sha": null,
  "model_dtype": "float32",
  "model_type": {
    "embedding": {
      "pooling": "mean"
    }
  },
  "max_concurrent_requests": 512,
  "max_input_length": 2048,
  "max_batch_tokens": 16384,
  "max_batch_requests": null,
  "max_client_batch_size": 32,
  "auto_truncate": false,
  "tokenization_workers": 208,
  "version": "1.8.2",
  "sha": "d7af1fcc509902d8cc66cebf5a61c5e8e000e442",
  "docker_label": "sha-d7af1fc"
}

OS Version: Debian GNU/Linux 11 (bullseye)
Hardware: 8xH100s, GCP
TEI version: 1.8

Information

  • Docker
  • The CLI directly

Tasks

  • An officially supported command
  • My own modifications

Reproduction

  1. Download google/embeddinggemma-300m from HF to local.
  2. Launch TEI container. command:
model=<path to local model>

docker run --gpus all -p 8080:80 -v /home:/home --pull always ghcr.io/huggingface/text-embeddings-inference:hopper-1.8 --model-id $model

At this point, we can see from the logs that these code lines are never executed.

  1. curl 127.0.0.1:8080/embed \ -X POST \ -d '{"inputs":"apple"}' \ -H 'Content-Type: application/json'

If we instead set model=google/embeddinggemma-300m instead of the locally downloaded version, we get the correct embedding results.

Expected behavior

I expected the output of the curl request to be

[[-0.18473418,0.0016833507,0.03772289,0.04248997,0.036386695,0.04230153,-0.0073816148,0.011441853,0.059335437,-0.022594877,-0.010003139,-0.021597672,0.024960324,-0.07700409,0.06265392,0.01931647,0.04347678,-0.054247778,-0.0703979,-0.0014121023,-0.01932058,-0.045933492,-0.038004253,0.026103122,-0.01797532,0.050477803,0.008792055,-0.07211283,0.0047134734,-0.051547363,0.025634093,-0.033283934,0.01886092,0.0146820815,-0.038719293,0.06182383,-0.0047771977,-0.05301093,0.018034315,-0.050236076,-0.09165908,0.043799553,0.0271089,-0.028003229,0.006419023,0.030866861,0.0042048027,-0.0050985706,-0.0279118,0.064640835,0.03515335,-0.031759188,-0.021495653,0.009437396,-0.06867587,-0.0042167287,-0.016977455,0.028637359,0.014569289,0.08468129,-0.010219111,0.022348948,0.004559263,-0.045702707,0.049777117,-0.024595704,-0.008488336,-0.016360853,-0.019493734,0.20467359,-0.01574221,-0.016258614,0.018268298,-0.01603503,0.20319434,-0.0009118797,-0.02203309,-0.00083812454,-0.014277292,-0.0066446518,-0.021513723,-0.014537635,-0.0072299386,-0.03306988,0.055790573,0.01323766,-0.028227905,-0.03407295,0.017191047,-0.0049554887,0.030021718,-0.04252012,-0.026940672,-0.052574303,0.00242978,-0.020037426,-0.031569928,0.0338054,-0.027001925,-0.0042219665,-0.006987555,0.0061341086,0.029686999,0.08515836,0.043525428,-0.010634405,-0.0630997,-0.04695323,-0.039659,-0.013511515,-0.060437046,0.02971155,0.02883879,-0.052364454,0.002371279,0.0011496721,-0.024858495,0.049918428,0.004590706,-0.005361396,0.038923483,0.024909306,0.00010779582,0.022874735,0.03332982,0.07198877,-0.003928691,0.035598163,-0.032839276,-0.039406512,0.011318642,0.043302223,0.06693594,-0.032998968,-0.032247778,-0.011069844,0.054864902,-0.011450881,0.06518923,-0.02663527,-0.036955398,-0.07168955,-0.014172446,-0.029735958,-0.0065833526,-0.013299268,-0.022993146,-0.00023581374,0.026258776,-0.02834042,0.025786651,0.0123328585,0.082151026,0.005383818,-0.021480385,0.011196741,0.00039017134,-0.012925436,-0.042864695,-0.050000004,-0.07460442,0.00009965633,0.039102856,0.06394179,-0.014032982,0.08019682,0.062415067,0.017578585,-0.00012982325,-0.0017027874,-0.019356925,-0.074575745,0.020155067,0.009706213,-0.0565492,-0.0060691223,0.04854357,0.06313548,0.041536212,-0.030118883,0.045072824,0.06050123,-0.03993201,-0.001972424,-0.05090583,0.034168158,0.008623648,0.044631388,-0.010414537,-0.043747026,-0.030673781,-0.026819244,-0.004879976,0.0094183115,-0.027165798,0.006218917,0.10237316,-0.024712592,0.016635941,-0.0049672984,-0.025731284,-0.06197737,0.0053764456,0.01053306,-0.049481653,0.028119965,-0.010117088,-0.048312142,-0.04579722,-0.009317258,-0.001576691,0.032371048,-0.031004686,0.017838923,0.05258403,0.048992187,0.0009355723,0.0141992215,-0.02870818,-0.0074490434,0.0014098546,-0.008390837,-0.017684575,-0.022932127,-0.07709608,0.033576496,-0.01210131,0.02107274,0.0034127284,-0.036304176,-0.017746441,0.05596713,0.007192985,-0.00636239,-0.03710051,-0.016288862,0.013388867,-0.001768295,0.007395715,0.03558738,-0.055172965,-0.020032415,0.026877232,0.0011145776,-0.0019375383,-0.01612711,0.011307579,0.021729814,0.015525769,-0.015615956,0.013737794,0.013543193,0.03917811,0.0032062354,-0.02220813,0.02366287,-0.008364809,-0.03447882,0.018576168,-0.00600237,0.016307915,-0.06287403,-0.057066496,-0.0074917283,-0.015816838,0.027621863,-0.002073384,0.025993532,-0.08199225,-0.010367117,0.028112441,-0.002561825,-0.01976905,-0.077445954,-0.022014827,0.01138117,-0.045287084,0.0058918125,-0.03288631,-0.011157983,0.004245946,-0.008957135,-0.008445068,0.06007018,0.009861113,-0.0014088874,-0.010109439,0.0103923455,-0.025157688,-0.018473132,0.0004671455,0.05042712,-0.0037280528,0.05518922,-0.014500916,0.0032255729,-0.03719129,-0.0041655325,-0.027212765,-0.045498237,-0.084842846,0.04851525,-0.02903633,-0.055574972,-0.005508106,0.037679866,0.0425589,0.010814701,-0.08951589,-0.019164033,-0.04160547,-0.038049623,-0.016927226,0.011145853,0.022279339,-0.03891912,0.0014239838,0.02109254,-0.037773762,-0.0039216275,0.004121453,-0.005721411,0.07811517,-0.013844547,0.03882111,0.018662082,0.04567006,-0.022882354,-0.074448675,0.042120177,-0.017139914,0.024823274,0.06321544,0.05354279,-0.0063243643,-0.021223424,-0.047079463,-0.018335719,-0.014219239,0.057446323,-0.00013714953,-0.06483438,-0.016366355,-0.0035085527,-0.0010167586,0.004891243,-0.01634446,0.049132865,-0.018558469,0.024094976,-0.04174308,-0.015678396,-0.0054541626,-0.060568172,-0.05787431,0.0060401275,-0.023876164,0.02461887,0.0824816,0.0053995736,0.055037655,-0.082652725,0.013167184,-0.034812935,0.001880165,-0.055402853,-0.013834744,-0.022723116,0.060681235,0.013860259,-0.0046171974,0.011500132,0.02470217,-0.005898779,-0.000208987,-0.04206254,0.0039059292,-0.0064839586,0.022079775,0.04747461,0.0006486718,-0.042047046,-0.05544747,-0.004778955,-0.02104078,-0.010239166,0.06269271,0.029684428,-0.023242647,-0.01250152,-0.016002199,0.040330805,-0.03935646,-0.02458741,0.024521517,-0.009881809,-0.010533288,0.06701616,0.0064928043,-0.0059485366,-0.008751155,-0.020992208,0.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instead, the output is
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