Publish onnx-android artifact
Browse files- .gitattributes +1 -0
- README.md +47 -0
- config.json +49 -0
- id2label.json +5 -0
- model.onnx +3 -0
- model.ort +3 -0
- model.required_operators_and_types.config +10 -0
- model_fp16.onnx +3 -0
- model_int8.onnx +3 -0
- openmed-onnx.json +517 -0
- tokenizer.json +0 -0
- tokenizer_config.json +25 -0
.gitattributes
CHANGED
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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model.ort filter=lfs diff=lfs merge=lfs -text
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README.md
ADDED
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@@ -0,0 +1,47 @@
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| 1 |
+
---
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| 2 |
+
license: apache-2.0
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pipeline_tag: token-classification
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library_name: openmed
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| 5 |
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tags:
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- openmed
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- medical-nlp
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| 8 |
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---
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| 9 |
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| 10 |
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# OpenMed-NER-GenomicDetect-BioMed-335M-v1-onnx-android
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This model card is rendered from the OpenMed model manifest. Update `models.jsonl` and rerun the publish step instead of editing this file directly.
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## Manifest Summary
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| 15 |
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| Field | Value |
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|---|---|
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| Repository | `OpenMed/OpenMed-NER-GenomicDetect-BioMed-335M-v1-onnx-android` |
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| 19 |
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| Family | NER |
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| 20 |
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| Task | token-classification |
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| 21 |
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| Languages | en |
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| 22 |
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| Tier | Not specified |
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| 23 |
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| Parameters | 335M (335,000,000) |
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| 24 |
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| Architecture | bert |
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| 25 |
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| Base model | OpenMed/OpenMed-NER-GenomicDetect-BioMed-335M |
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| 26 |
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| Formats | onnx-android, int8, ort-android |
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| 27 |
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| License | apache-2.0 |
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| 28 |
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| arXiv | [arXiv:2508.01630](https://arxiv.org/abs/2508.01630) |
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| 29 |
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| Reproducibility hash | `sha256:eda50934f79e910ace442a71c0ed9e8ff0ae7f15e33acfaaf5a5b244229a5da5` |
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| 30 |
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| Released | 2026-07-09 |
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| 31 |
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## Benchmark
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| 33 |
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| Dataset | Micro F1 | Recall |
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|---|---:|---:|
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| Not reported | Not reported | Not reported |
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## Canonical Labels
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`Cell-line-name`
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## Artifact Format
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| Field | Value |
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| 45 |
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|---|---|
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| 46 |
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| Runtime artifacts | onnx-android, ort-android |
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| 47 |
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| Quantization | int8 |
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config.json
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{
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"transformers_version": "5.12.1",
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"architectures": [
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"BertForTokenClassification"
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],
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| 6 |
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"output_hidden_states": false,
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| 7 |
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"return_dict": true,
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| 8 |
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"dtype": "bfloat16",
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| 9 |
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"chunk_size_feed_forward": 0,
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| 10 |
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"is_encoder_decoder": false,
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| 11 |
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"id2label": {
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| 12 |
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"0": "B-Cell-line-name",
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| 13 |
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"1": "I-Cell-line-name",
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| 14 |
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"2": "O"
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| 15 |
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},
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| 16 |
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"label2id": {
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"B-Cell-line-name": 0,
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| 18 |
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"I-Cell-line-name": 1,
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"O": 2
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| 20 |
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},
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| 21 |
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"problem_type": null,
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| 22 |
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"vocab_size": 30522,
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| 23 |
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"hidden_size": 1024,
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| 24 |
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"num_hidden_layers": 24,
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| 25 |
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"num_attention_heads": 16,
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| 26 |
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"intermediate_size": 4096,
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| 27 |
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"hidden_act": "gelu",
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| 28 |
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"hidden_dropout_prob": 0.2,
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| 29 |
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"attention_probs_dropout_prob": 0.2,
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| 30 |
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"max_position_embeddings": 512,
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| 31 |
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"type_vocab_size": 2,
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| 32 |
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"initializer_range": 0.02,
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| 33 |
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"layer_norm_eps": 1e-07,
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| 34 |
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"pad_token_id": 0,
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| 35 |
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"use_cache": true,
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| 36 |
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"classifier_dropout": 0.2,
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| 37 |
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"is_decoder": false,
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| 38 |
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"add_cross_attention": false,
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| 39 |
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"bos_token_id": 0,
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| 40 |
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"eos_token_id": null,
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| 41 |
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"tie_word_embeddings": true,
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| 42 |
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"_name_or_path": "OpenMed/OpenMed-NER-GenomicDetect-BioMed-335M",
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| 43 |
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"eos_token_ids": 0,
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"model_type": "bert",
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"output_past": true,
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| 46 |
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"position_embedding_type": "absolute",
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| 47 |
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"output_attentions": false,
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| 48 |
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"max_sequence_length": 512
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}
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id2label.json
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{
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"0": "B-Cell-line-name",
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"1": "I-Cell-line-name",
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"2": "O"
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}
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model.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:f22dd3e3c2084aab6529a01a9b5d2af6fa8a8d52c7d2a85e3c5e0a3ca6017425
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size 1336862934
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model.ort
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version https://git-lfs.github.com/spec/v1
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oid sha256:5c1f2b501a9bc3eae20cd4d691c3469b96dd547801114d51b8183312fb03e7b6
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size 1337027256
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model.required_operators_and_types.config
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# Generated from model/s:
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# - /Users/maziyar/Developer/openmed/dist/onnx-android/OpenMed/OpenMed-NER-GenomicDetect-BioMed-335M/model.ort
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ai.onnx;7;And
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ai.onnx;11;Range{"inputs": {"0": ["int64_t"]}}
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ai.onnx;13;Cast{"inputs": {"0": ["int64_t"]}, "outputs": {"0": ["bool"]}},Concat{"inputs": {"0": ["int64_t"]}},Equal{"inputs": {"0": ["int64_t"]}},Expand{"inputs": {"0": ["bool"]}},Flatten,Gather{"inputs": {"0": ["bool", "float", "int64_t"], "1": ["int64_t"]}},IsNaN{"inputs": {"0": ["float"]}},MatMul{"inputs": {"0": ["float"]}},Slice{"inputs": {"0": ["int64_t"], "1": ["int64_t"]}},Softmax{"inputs": {"0": ["float"]}},Transpose{"inputs": {"0": ["float"]}},Unsqueeze
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| 6 |
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ai.onnx;14;Add{"inputs": {"0": ["float", "int64_t"]}},Mul{"inputs": {"0": ["int64_t"]}},Reshape
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ai.onnx;15;Shape
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ai.onnx;16;GreaterOrEqual,Where{"inputs": {"1": ["float", "int64_t"]}}
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ai.onnx;17;LayerNormalization
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com.microsoft;1;BiasGelu,FusedMatMul
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model_fp16.onnx
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:93fb0af24b365171ceca1d982c828d138f129bbd4b04e253192ebbf8032f7cb0
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| 3 |
+
size 668856285
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model_int8.onnx
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version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:7b10a2d0947307d22059397c2bfb99f20f51330b72344dfdb0ed27919c6e4ae7
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| 3 |
+
size 431283161
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openmed-onnx.json
ADDED
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| 1 |
+
{
|
| 2 |
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"format": "openmed-onnx",
|
| 3 |
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| 4 |
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|
| 5 |
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|
| 6 |
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"onnx-int8",
|
| 7 |
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"ort-android"
|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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| 13 |
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| 14 |
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| 15 |
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{
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| 16 |
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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"profile": "android",
|
| 21 |
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| 22 |
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|
| 23 |
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"NNAPI",
|
| 24 |
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"XNNPACK"
|
| 25 |
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| 26 |
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|
| 27 |
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{
|
| 28 |
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|
| 29 |
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|
| 30 |
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| 31 |
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| 32 |
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| 33 |
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| 34 |
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|
| 35 |
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| 36 |
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"kind": "dynamic",
|
| 37 |
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| 38 |
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|
| 39 |
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| 40 |
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| 41 |
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| 42 |
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| 43 |
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| 44 |
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| 45 |
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| 46 |
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"name": "attention_mask",
|
| 47 |
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"dtype": "int64",
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| 48 |
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| 49 |
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| 50 |
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|
| 51 |
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| 52 |
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| 53 |
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| 54 |
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"kind": "dynamic",
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| 55 |
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| 56 |
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| 57 |
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| 58 |
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"kind": "dynamic",
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| 59 |
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"name": "sequence"
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| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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"name": "token_type_ids",
|
| 65 |
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| 66 |
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| 67 |
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| 68 |
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| 69 |
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| 71 |
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| 72 |
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| 73 |
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| 74 |
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| 75 |
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| 76 |
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| 77 |
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| 78 |
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| 79 |
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| 80 |
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| 81 |
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| 82 |
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| 84 |
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| 85 |
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| 86 |
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| 89 |
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| 97 |
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| 98 |
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| 101 |
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| 102 |
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| 104 |
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| 105 |
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| 106 |
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| 107 |
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| 108 |
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| 109 |
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|
| 110 |
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|
| 111 |
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"Unsqueeze",
|
| 112 |
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"Slice",
|
| 113 |
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"Add",
|
| 114 |
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"LayerNormalization",
|
| 115 |
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"Cast",
|
| 116 |
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"Range",
|
| 117 |
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"ConstantOfShape",
|
| 118 |
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"GreaterOrEqual",
|
| 119 |
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"And",
|
| 120 |
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"Flatten",
|
| 121 |
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"Mul",
|
| 122 |
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"Reshape",
|
| 123 |
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"Concat",
|
| 124 |
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"Equal",
|
| 125 |
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"Where",
|
| 126 |
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"Expand",
|
| 127 |
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"MatMul",
|
| 128 |
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"Transpose",
|
| 129 |
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"Softmax",
|
| 130 |
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"IsNaN",
|
| 131 |
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"Div",
|
| 132 |
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|
| 133 |
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| 134 |
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|
| 135 |
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| 136 |
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|
| 137 |
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|
| 138 |
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|
| 139 |
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|
| 140 |
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"GreaterOrEqual is not in the Android ONNX Runtime Mobile NNAPI/XNNPACK safe set",
|
| 141 |
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"Flatten is not in the Android ONNX Runtime Mobile NNAPI/XNNPACK safe set",
|
| 142 |
+
"IsNaN is not in the Android ONNX Runtime Mobile NNAPI/XNNPACK safe set"
|
| 143 |
+
]
|
| 144 |
+
}
|
| 145 |
+
},
|
| 146 |
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{
|
| 147 |
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"format": "onnx-android",
|
| 148 |
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"path": "model_fp16.onnx",
|
| 149 |
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"precision": "float16",
|
| 150 |
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|
| 151 |
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"profile": "android",
|
| 152 |
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"opset": 18,
|
| 153 |
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"execution_providers": [
|
| 154 |
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"NNAPI",
|
| 155 |
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"XNNPACK"
|
| 156 |
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|
| 157 |
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|
| 158 |
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{
|
| 159 |
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"name": "input_ids",
|
| 160 |
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|
| 161 |
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| 162 |
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| 163 |
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|
| 164 |
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| 165 |
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|
| 166 |
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| 167 |
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|
| 168 |
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| 169 |
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| 170 |
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| 171 |
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| 172 |
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"name": "sequence"
|
| 173 |
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|
| 174 |
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| 175 |
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| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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| 180 |
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| 181 |
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| 182 |
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| 183 |
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| 184 |
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| 185 |
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| 186 |
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| 187 |
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| 188 |
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| 189 |
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"kind": "dynamic",
|
| 190 |
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"name": "sequence"
|
| 191 |
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|
| 192 |
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|
| 193 |
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|
| 194 |
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|
| 195 |
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"name": "token_type_ids",
|
| 196 |
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| 197 |
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| 198 |
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| 199 |
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| 206 |
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| 207 |
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| 208 |
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| 209 |
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| 210 |
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| 211 |
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|
| 212 |
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| 213 |
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| 214 |
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{
|
| 215 |
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"name": "logits",
|
| 216 |
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"dtype": "float32",
|
| 217 |
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| 218 |
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|
| 219 |
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|
| 220 |
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| 221 |
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| 222 |
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| 223 |
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| 224 |
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| 225 |
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| 226 |
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| 227 |
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| 228 |
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| 229 |
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| 230 |
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| 231 |
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| 232 |
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| 233 |
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| 234 |
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| 235 |
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| 236 |
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|
| 237 |
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|
| 238 |
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|
| 239 |
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"Shape",
|
| 240 |
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"Constant",
|
| 241 |
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"Gather",
|
| 242 |
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"Unsqueeze",
|
| 243 |
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"Slice",
|
| 244 |
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"Add",
|
| 245 |
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"LayerNormalization",
|
| 246 |
+
"Cast",
|
| 247 |
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"Range",
|
| 248 |
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"ConstantOfShape",
|
| 249 |
+
"GreaterOrEqual",
|
| 250 |
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"And",
|
| 251 |
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"Flatten",
|
| 252 |
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"Mul",
|
| 253 |
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"Reshape",
|
| 254 |
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"Concat",
|
| 255 |
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"Equal",
|
| 256 |
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"Where",
|
| 257 |
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"Expand",
|
| 258 |
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"MatMul",
|
| 259 |
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"Transpose",
|
| 260 |
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"Softmax",
|
| 261 |
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"IsNaN",
|
| 262 |
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"Div",
|
| 263 |
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"Erf"
|
| 264 |
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],
|
| 265 |
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|
| 266 |
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"GreaterOrEqual",
|
| 267 |
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"Flatten",
|
| 268 |
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|
| 269 |
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],
|
| 270 |
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|
| 271 |
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"GreaterOrEqual is not in the Android ONNX Runtime Mobile NNAPI/XNNPACK safe set",
|
| 272 |
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"Flatten is not in the Android ONNX Runtime Mobile NNAPI/XNNPACK safe set",
|
| 273 |
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"IsNaN is not in the Android ONNX Runtime Mobile NNAPI/XNNPACK safe set"
|
| 274 |
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]
|
| 275 |
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|
| 276 |
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| 277 |
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|
| 278 |
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|
| 279 |
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| 280 |
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| 281 |
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| 282 |
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| 283 |
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| 291 |
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| 355 |
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| 395 |
+
"MatMulInteger",
|
| 396 |
+
"Concat",
|
| 397 |
+
"Reshape",
|
| 398 |
+
"Transpose",
|
| 399 |
+
"GreaterOrEqual",
|
| 400 |
+
"Equal",
|
| 401 |
+
"MatMul",
|
| 402 |
+
"And",
|
| 403 |
+
"Where",
|
| 404 |
+
"Expand",
|
| 405 |
+
"Softmax",
|
| 406 |
+
"IsNaN",
|
| 407 |
+
"Div",
|
| 408 |
+
"Erf"
|
| 409 |
+
],
|
| 410 |
+
"unsupported_ops": [
|
| 411 |
+
"Flatten",
|
| 412 |
+
"DynamicQuantizeLinear",
|
| 413 |
+
"MatMulInteger",
|
| 414 |
+
"GreaterOrEqual",
|
| 415 |
+
"IsNaN"
|
| 416 |
+
],
|
| 417 |
+
"warnings": [
|
| 418 |
+
"Flatten is not in the Android ONNX Runtime Mobile NNAPI/XNNPACK safe set",
|
| 419 |
+
"DynamicQuantizeLinear is not in the Android ONNX Runtime Mobile NNAPI/XNNPACK safe set",
|
| 420 |
+
"MatMulInteger is not in the Android ONNX Runtime Mobile NNAPI/XNNPACK safe set",
|
| 421 |
+
"GreaterOrEqual is not in the Android ONNX Runtime Mobile NNAPI/XNNPACK safe set",
|
| 422 |
+
"IsNaN is not in the Android ONNX Runtime Mobile NNAPI/XNNPACK safe set"
|
| 423 |
+
]
|
| 424 |
+
}
|
| 425 |
+
},
|
| 426 |
+
{
|
| 427 |
+
"format": "ort-android",
|
| 428 |
+
"path": "model.ort",
|
| 429 |
+
"precision": "float32",
|
| 430 |
+
"metadata": {
|
| 431 |
+
"format": "ort-android",
|
| 432 |
+
"profile": "android",
|
| 433 |
+
"source_onnx_path": "model.onnx",
|
| 434 |
+
"optimization_style": "Fixed",
|
| 435 |
+
"target_platform": "arm",
|
| 436 |
+
"op_config_type": "required_operators_and_types",
|
| 437 |
+
"enable_type_reduction": true,
|
| 438 |
+
"ort_path": "model.ort",
|
| 439 |
+
"op_config_path": "model.required_operators_and_types.config",
|
| 440 |
+
"operators": [
|
| 441 |
+
"Shape",
|
| 442 |
+
"Constant",
|
| 443 |
+
"Gather",
|
| 444 |
+
"Unsqueeze",
|
| 445 |
+
"Slice",
|
| 446 |
+
"Add",
|
| 447 |
+
"LayerNormalization",
|
| 448 |
+
"Cast",
|
| 449 |
+
"Range",
|
| 450 |
+
"ConstantOfShape",
|
| 451 |
+
"GreaterOrEqual",
|
| 452 |
+
"And",
|
| 453 |
+
"Flatten",
|
| 454 |
+
"Mul",
|
| 455 |
+
"Reshape",
|
| 456 |
+
"Concat",
|
| 457 |
+
"Equal",
|
| 458 |
+
"Where",
|
| 459 |
+
"Expand",
|
| 460 |
+
"MatMul",
|
| 461 |
+
"Transpose",
|
| 462 |
+
"Softmax",
|
| 463 |
+
"IsNaN",
|
| 464 |
+
"Div",
|
| 465 |
+
"Erf"
|
| 466 |
+
],
|
| 467 |
+
"opset": 18
|
| 468 |
+
}
|
| 469 |
+
}
|
| 470 |
+
],
|
| 471 |
+
"minimum_opset": 18,
|
| 472 |
+
"max_sequence_length": 512,
|
| 473 |
+
"dynamic_shapes": {
|
| 474 |
+
"batch_axis": "dynamic",
|
| 475 |
+
"sequence_axis": "dynamic",
|
| 476 |
+
"shape_buckets": {
|
| 477 |
+
"strategy": "next_configured_bucket_or_exact",
|
| 478 |
+
"axes": {
|
| 479 |
+
"input": [
|
| 480 |
+
"batch",
|
| 481 |
+
"sequence"
|
| 482 |
+
],
|
| 483 |
+
"output": [
|
| 484 |
+
"batch",
|
| 485 |
+
"sequence"
|
| 486 |
+
]
|
| 487 |
+
},
|
| 488 |
+
"buckets": [
|
| 489 |
+
8,
|
| 490 |
+
16,
|
| 491 |
+
32,
|
| 492 |
+
64,
|
| 493 |
+
128,
|
| 494 |
+
256,
|
| 495 |
+
512,
|
| 496 |
+
1024,
|
| 497 |
+
2048
|
| 498 |
+
],
|
| 499 |
+
"min_length": 8,
|
| 500 |
+
"max_length": 2048,
|
| 501 |
+
"overflow": "exact_length"
|
| 502 |
+
}
|
| 503 |
+
},
|
| 504 |
+
"optimization": {
|
| 505 |
+
"enabled": false,
|
| 506 |
+
"minimum_opset": 18
|
| 507 |
+
},
|
| 508 |
+
"validation": {},
|
| 509 |
+
"operator_fallbacks": [],
|
| 510 |
+
"tokenizer": {
|
| 511 |
+
"path": ".",
|
| 512 |
+
"files": [
|
| 513 |
+
"tokenizer.json",
|
| 514 |
+
"tokenizer_config.json"
|
| 515 |
+
]
|
| 516 |
+
}
|
| 517 |
+
}
|
tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,25 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backend": "tokenizers",
|
| 3 |
+
"clean_up_tokenization_spaces": true,
|
| 4 |
+
"cls_token": "[CLS]",
|
| 5 |
+
"do_basic_tokenize": true,
|
| 6 |
+
"do_lower_case": true,
|
| 7 |
+
"is_local": false,
|
| 8 |
+
"local_files_only": false,
|
| 9 |
+
"mask_token": "[MASK]",
|
| 10 |
+
"max_length": 512,
|
| 11 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 12 |
+
"never_split": null,
|
| 13 |
+
"pad_to_multiple_of": null,
|
| 14 |
+
"pad_token": "[PAD]",
|
| 15 |
+
"pad_token_type_id": 0,
|
| 16 |
+
"padding_side": "right",
|
| 17 |
+
"sep_token": "[SEP]",
|
| 18 |
+
"stride": 0,
|
| 19 |
+
"strip_accents": null,
|
| 20 |
+
"tokenize_chinese_chars": true,
|
| 21 |
+
"tokenizer_class": "BertTokenizer",
|
| 22 |
+
"truncation_side": "right",
|
| 23 |
+
"truncation_strategy": "longest_first",
|
| 24 |
+
"unk_token": "[UNK]"
|
| 25 |
+
}
|