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Browse files- README.md +66 -0
 - config.json +40 -0
 - generation_config.json +6 -0
 - openvino_model.bin +3 -0
 - openvino_model.xml +0 -0
 - special_tokens_map.json +22 -0
 - tokenizer.json +0 -0
 - tokenizer_config.json +118 -0
 
    	
        README.md
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            ---
         
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            license: apache-2.0
         
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            license_link: https://choosealicense.com/licenses/apache-2.0/
         
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            ---
         
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            # falcon-7b-instruct-int8-ov
         
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            * Model creator: [Tiiuae](https://huggingface.co/tiiuae)
         
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             * Original model: [falcon-7b-instruct](https://huggingface.co/tiiuae/falcon-7b-instruct)
         
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            ## Description
         
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            This is [falcon-7b-instruct](https://huggingface.co/tiiuae/falcon-7b-instruct) model converted to the [OpenVINO™ IR](https://docs.openvino.ai/2024/documentation/openvino-ir-format.html) (Intermediate Representation) format with weights compressed to INT8 by [NNCF](https://github.com/openvinotoolkit/nncf).
         
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            ## Quantization Parameters
         
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            Weight compression was performed using `nncf.compress_weights` with the following parameters:
         
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            * mode: **int8_asym**
         
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            * ratio: **1**
         
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            For more information on quantization, check the [OpenVINO model optimization guide](https://docs.openvino.ai/2024/openvino-workflow/model-optimization-guide/weight-compression.html).
         
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            ## Compatibility
         
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            The provided OpenVINO™ IR model is compatible with:
         
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            * OpenVINO version 2024.1.0 and higher
         
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            * Optimum Intel 1.16.0 and higher
         
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            ## Running Model Inference
         
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            1. Install packages required for using [Optimum Intel](https://huggingface.co/docs/optimum/intel/index) integration with the OpenVINO backend:
         
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            ```
         
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            pip install optimum[openvino]
         
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            ```
         
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            2. Run model inference:
         
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            ```
         
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            from transformers import AutoTokenizer
         
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            from optimum.intel.openvino import OVModelForCausalLM
         
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            model_id = "OpenVINO/falcon-7b-instruct-int8-ov"
         
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            tokenizer = AutoTokenizer.from_pretrained(model_id)
         
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            model = OVModelForCausalLM.from_pretrained(model_id)
         
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            inputs = tokenizer("What is OpenVINO?", return_tensors="pt")
         
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            outputs = model.generate(**inputs, max_length=200)
         
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            text = tokenizer.batch_decode(outputs)[0]
         
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            print(text)
         
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            ```
         
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            For more examples and possible optimizations, refer to the [OpenVINO Large Language Model Inference Guide](https://docs.openvino.ai/2024/learn-openvino/llm_inference_guide.html).
         
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            ## Limitations
         
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            Check the original model card for [limitations]().
         
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            ## Legal information
         
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            The original model is distributed under [apache-2.0](https://choosealicense.com/licenses/apache-2.0/) license. More details can be found in [original model card](https://huggingface.co/tiiuae/falcon-7b-instruct).
         
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            ## Disclaimer
         
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            Intel is committed to respecting human rights and avoiding causing or contributing to adverse impacts on human rights. See [Intel’s Global Human Rights Principles](https://www.intel.com/content/dam/www/central-libraries/us/en/documents/policy-human-rights.pdf). Intel’s products and software are intended only to be used in applications that do not cause or contribute to adverse impacts on human rights.
         
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        config.json
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            {
         
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              "_name_or_path": "tiiuae/falcon-7b-instruct",
         
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              "activation": "gelu",
         
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              "alibi": false,
         
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              "apply_residual_connection_post_layernorm": false,
         
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              "architectures": [
         
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                "FalconForCausalLM"
         
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              ],
         
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              "attention_dropout": 0.0,
         
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              "auto_map": {
         
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                "AutoConfig": "configuration_falcon.FalconConfig",
         
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                "AutoModel": "modeling_falcon.FalconModel",
         
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                "AutoModelForCausalLM": "modeling_falcon.FalconForCausalLM",
         
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                "AutoModelForQuestionAnswering": "modeling_falcon.FalconForQuestionAnswering",
         
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                "AutoModelForSequenceClassification": "modeling_falcon.FalconForSequenceClassification",
         
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                "AutoModelForTokenClassification": "modeling_falcon.FalconForTokenClassification"
         
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              },
         
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              "bias": false,
         
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              "bos_token_id": 11,
         
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              "eos_token_id": 11,
         
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              "ffn_hidden_size": 18176,
         
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              "hidden_dropout": 0.0,
         
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              "hidden_size": 4544,
         
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              "initializer_range": 0.02,
         
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              "layer_norm_epsilon": 1e-05,
         
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              "max_position_embeddings": 2048,
         
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              "model_type": "falcon",
         
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              "multi_query": true,
         
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              "new_decoder_architecture": false,
         
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              "num_attention_heads": 71,
         
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              "num_hidden_layers": 32,
         
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              "num_kv_heads": 71,
         
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              "num_ln_in_parallel_attn": null,
         
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              "parallel_attn": true,
         
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              "rope_scaling": null,
         
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              "rope_theta": 10000.0,
         
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              "transformers_version": "4.41.2",
         
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              "use_cache": true,
         
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              "vocab_size": 65024
         
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            }
         
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        generation_config.json
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            {
         
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              "_from_model_config": true,
         
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              "bos_token_id": 1,
         
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              "eos_token_id": 2,
         
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              "transformers_version": "4.41.2"
         
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            }
         
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            version https://git-lfs.github.com/spec/v1
         
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            oid sha256:778933886dcad6ca6803f150a1263de4438fb097ca5e36482cf3702ada46c734
         
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            size 6926930384
         
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            {
         
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              "additional_special_tokens": [
         
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                ">>TITLE<<",
         
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                ">>ABSTRACT<<",
         
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                ">>INTRODUCTION<<",
         
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                ">>SUMMARY<<",
         
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                ">>COMMENT<<",
         
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                ">>ANSWER<<",
         
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                ">>QUESTION<<",
         
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                ">>DOMAIN<<",
         
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                ">>PREFIX<<",
         
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                ">>SUFFIX<<",
         
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                ">>MIDDLE<<"
         
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              ],
         
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              "eos_token": {
         
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                "content": "<|endoftext|>",
         
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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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            }
         
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            {
         
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              "add_prefix_space": false,
         
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              "added_tokens_decoder": {
         
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                "0": {
         
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                  "content": ">>TITLE<<",
         
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                  "lstrip": false,
         
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                  "normalized": false,
         
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                  "special": true
         
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                },
         
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                "1": {
         
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                  "content": ">>ABSTRACT<<",
         
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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": ">>INTRODUCTION<<",
         
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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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                "3": {
         
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                  "content": ">>SUMMARY<<",
         
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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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                "4": {
         
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                  "content": ">>COMMENT<<",
         
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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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| 42 | 
         
            +
                  "special": true
         
     | 
| 43 | 
         
            +
                },
         
     | 
| 44 | 
         
            +
                "5": {
         
     | 
| 45 | 
         
            +
                  "content": ">>ANSWER<<",
         
     | 
| 46 | 
         
            +
                  "lstrip": false,
         
     | 
| 47 | 
         
            +
                  "normalized": false,
         
     | 
| 48 | 
         
            +
                  "rstrip": false,
         
     | 
| 49 | 
         
            +
                  "single_word": false,
         
     | 
| 50 | 
         
            +
                  "special": true
         
     | 
| 51 | 
         
            +
                },
         
     | 
| 52 | 
         
            +
                "6": {
         
     | 
| 53 | 
         
            +
                  "content": ">>QUESTION<<",
         
     | 
| 54 | 
         
            +
                  "lstrip": false,
         
     | 
| 55 | 
         
            +
                  "normalized": false,
         
     | 
| 56 | 
         
            +
                  "rstrip": false,
         
     | 
| 57 | 
         
            +
                  "single_word": false,
         
     | 
| 58 | 
         
            +
                  "special": true
         
     | 
| 59 | 
         
            +
                },
         
     | 
| 60 | 
         
            +
                "7": {
         
     | 
| 61 | 
         
            +
                  "content": ">>DOMAIN<<",
         
     | 
| 62 | 
         
            +
                  "lstrip": false,
         
     | 
| 63 | 
         
            +
                  "normalized": false,
         
     | 
| 64 | 
         
            +
                  "rstrip": false,
         
     | 
| 65 | 
         
            +
                  "single_word": false,
         
     | 
| 66 | 
         
            +
                  "special": true
         
     | 
| 67 | 
         
            +
                },
         
     | 
| 68 | 
         
            +
                "8": {
         
     | 
| 69 | 
         
            +
                  "content": ">>PREFIX<<",
         
     | 
| 70 | 
         
            +
                  "lstrip": false,
         
     | 
| 71 | 
         
            +
                  "normalized": false,
         
     | 
| 72 | 
         
            +
                  "rstrip": false,
         
     | 
| 73 | 
         
            +
                  "single_word": false,
         
     | 
| 74 | 
         
            +
                  "special": true
         
     | 
| 75 | 
         
            +
                },
         
     | 
| 76 | 
         
            +
                "9": {
         
     | 
| 77 | 
         
            +
                  "content": ">>SUFFIX<<",
         
     | 
| 78 | 
         
            +
                  "lstrip": false,
         
     | 
| 79 | 
         
            +
                  "normalized": false,
         
     | 
| 80 | 
         
            +
                  "rstrip": false,
         
     | 
| 81 | 
         
            +
                  "single_word": false,
         
     | 
| 82 | 
         
            +
                  "special": true
         
     | 
| 83 | 
         
            +
                },
         
     | 
| 84 | 
         
            +
                "10": {
         
     | 
| 85 | 
         
            +
                  "content": ">>MIDDLE<<",
         
     | 
| 86 | 
         
            +
                  "lstrip": false,
         
     | 
| 87 | 
         
            +
                  "normalized": false,
         
     | 
| 88 | 
         
            +
                  "rstrip": false,
         
     | 
| 89 | 
         
            +
                  "single_word": false,
         
     | 
| 90 | 
         
            +
                  "special": true
         
     | 
| 91 | 
         
            +
                },
         
     | 
| 92 | 
         
            +
                "11": {
         
     | 
| 93 | 
         
            +
                  "content": "<|endoftext|>",
         
     | 
| 94 | 
         
            +
                  "lstrip": false,
         
     | 
| 95 | 
         
            +
                  "normalized": false,
         
     | 
| 96 | 
         
            +
                  "rstrip": false,
         
     | 
| 97 | 
         
            +
                  "single_word": false,
         
     | 
| 98 | 
         
            +
                  "special": true
         
     | 
| 99 | 
         
            +
                }
         
     | 
| 100 | 
         
            +
              },
         
     | 
| 101 | 
         
            +
              "additional_special_tokens": [
         
     | 
| 102 | 
         
            +
                ">>TITLE<<",
         
     | 
| 103 | 
         
            +
                ">>ABSTRACT<<",
         
     | 
| 104 | 
         
            +
                ">>INTRODUCTION<<",
         
     | 
| 105 | 
         
            +
                ">>SUMMARY<<",
         
     | 
| 106 | 
         
            +
                ">>COMMENT<<",
         
     | 
| 107 | 
         
            +
                ">>ANSWER<<",
         
     | 
| 108 | 
         
            +
                ">>QUESTION<<",
         
     | 
| 109 | 
         
            +
                ">>DOMAIN<<",
         
     | 
| 110 | 
         
            +
                ">>PREFIX<<",
         
     | 
| 111 | 
         
            +
                ">>SUFFIX<<",
         
     | 
| 112 | 
         
            +
                ">>MIDDLE<<"
         
     | 
| 113 | 
         
            +
              ],
         
     | 
| 114 | 
         
            +
              "clean_up_tokenization_spaces": true,
         
     | 
| 115 | 
         
            +
              "eos_token": "<|endoftext|>",
         
     | 
| 116 | 
         
            +
              "model_max_length": 2048,
         
     | 
| 117 | 
         
            +
              "tokenizer_class": "PreTrainedTokenizerFast"
         
     | 
| 118 | 
         
            +
            }
         
     |