Upload madlad400-3b ONNX INT8
Browse files- .gitattributes +1 -0
- madlad400-3b-int8/LICENSE +16 -0
- madlad400-3b-int8/README.md +39 -0
- madlad400-3b-int8/config.json +33 -0
- madlad400-3b-int8/decoder_model_quantized.onnx +3 -0
- madlad400-3b-int8/decoder_with_past_model_quantized.onnx +3 -0
- madlad400-3b-int8/encoder_model_quantized.onnx +3 -0
- madlad400-3b-int8/generation_config.json +7 -0
- madlad400-3b-int8/ort_config.json +33 -0
- madlad400-3b-int8/special_tokens_map.json +23 -0
- madlad400-3b-int8/spiece.model +3 -0
- madlad400-3b-int8/tokenizer.json +3 -0
- madlad400-3b-int8/tokenizer_config.json +40 -0
.gitattributes
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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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madlad400-3b-int8/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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madlad400-3b-int8/LICENSE
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Original model: google/madlad400-3b-mt
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License: Apache-2.0
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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Copyright 2024 Google LLC
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madlad400-3b-int8/README.md
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---
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license: apache-2.0
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base_model: google/madlad400-3b-mt
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tags:
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- translation
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- onnx
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- int8
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- multilingual
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- nobuds
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language:
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- multilingual
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---
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# MADLAD-400 3B ONNX INT8
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INT8 quantized ONNX export of [google/madlad400-3b-mt](https://huggingface.co/google/madlad400-3b-mt) for on-device multilingual translation.
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- **Parameters:** 3B (T5-based)
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- **Languages:** 450+
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- **License:** Apache 2.0
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- **Quantization:** INT8 dynamic (optimum O3)
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- **Export tool:** optimum-cli
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## Files
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- `encoder_model_quantized.onnx` — Encoder
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- `decoder_model_quantized.onnx` — Decoder (initial)
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- `decoder_with_past_model_quantized.onnx` — Decoder (with past key-values)
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- `spiece.model` — SentencePiece tokenizer (T5)
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- `tokenizer.json` — Fast tokenizer config
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## Language prefix
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MADLAD-400 uses target-language prefixes: `<2xx>` where `xx` is the language code.
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Example: `<2de> Hello world` translates to German.
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## Note
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At ~3 GB INT8, this model is large for mobile deployment. Consider M2M-100 418M (~630 MB) for resource-constrained devices.
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madlad400-3b-int8/config.json
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{
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"architectures": [
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"T5ForConditionalGeneration"
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],
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"classifier_dropout": 0.0,
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"d_ff": 8192,
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"d_kv": 128,
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"d_model": 1024,
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"decoder_start_token_id": 0,
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"dense_act_fn": "gelu_new",
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"dropout_rate": 0.1,
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"dtype": "float32",
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"eos_token_id": 2,
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"feed_forward_proj": "gated-gelu",
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"initializer_factor": 1.0,
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"is_encoder_decoder": true,
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"is_gated_act": true,
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"layer_norm_epsilon": 1e-06,
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"model_type": "t5",
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"n_positions": 512,
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"num_decoder_layers": 32,
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"num_heads": 16,
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"num_layers": 32,
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"output_past": true,
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"pad_token_id": 1,
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"relative_attention_max_distance": 128,
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"relative_attention_num_buckets": 32,
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"task_specific_params": {},
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"tie_word_embeddings": false,
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"transformers_version": "4.57.6",
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"use_cache": true,
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"vocab_size": 256000
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}
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madlad400-3b-int8/decoder_model_quantized.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:097e4f2cb191f826e9f53270ee2d721e52dcdfce03675fb1fd1ec07ba55fcac4
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size 1876592396
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madlad400-3b-int8/decoder_with_past_model_quantized.onnx
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version https://git-lfs.github.com/spec/v1
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size 1741384192
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madlad400-3b-int8/encoder_model_quantized.onnx
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version https://git-lfs.github.com/spec/v1
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size 1341985948
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madlad400-3b-int8/generation_config.json
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{
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"_from_model_config": true,
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"decoder_start_token_id": 0,
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"eos_token_id": 2,
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"pad_token_id": 1,
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"transformers_version": "4.57.6"
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}
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{
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"one_external_file": true,
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"opset": null,
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"optimization": {},
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"quantization": {
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"activations_dtype": "QUInt8",
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"activations_symmetric": false,
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"format": "QOperator",
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"is_static": false,
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"mode": "IntegerOps",
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"nodes_to_exclude": [],
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"nodes_to_quantize": [],
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"operators_to_quantize": [
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"Conv",
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"MatMul",
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"Attention",
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"LSTM",
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"Gather",
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"Transpose",
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"EmbedLayerNormalization"
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],
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"per_channel": true,
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"qdq_add_pair_to_weight": false,
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"qdq_dedicated_pair": false,
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"qdq_op_type_per_channel_support_to_axis": {
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"MatMul": 1
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},
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"reduce_range": false,
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"weights_dtype": "QUInt8",
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"weights_symmetric": true
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},
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"use_external_data_format": false
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}
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madlad400-3b-int8/special_tokens_map.json
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{
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"eos_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"lstrip": false,
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"rstrip": false,
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"single_word": false
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}
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}
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madlad400-3b-int8/spiece.model
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version https://git-lfs.github.com/spec/v1
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size 4427844
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madlad400-3b-int8/tokenizer.json
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version https://git-lfs.github.com/spec/v1
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size 16613995
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madlad400-3b-int8/tokenizer_config.json
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{
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"add_prefix_space": null,
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"added_tokens_decoder": {
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"0": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"additional_special_tokens": [],
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"clean_up_tokenization_spaces": true,
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"eos_token": "</s>",
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"extra_ids": 0,
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"extra_special_tokens": {},
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"legacy": false,
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<s>",
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"sp_model_kwargs": {},
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"tokenizer_class": "T5Tokenizer",
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"unk_token": "<unk>"
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}
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