Shubh Goyal
commited on
Commit
·
6f401aa
1
Parent(s):
563efc9
Updates model
Browse files- README.md +46 -0
- config.json +42 -0
- model.safetensors +3 -0
- special_tokens_map.json +7 -0
README.md
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---
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license: apache-2.0
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language:
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- en
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library_name: transformers
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pipeline_tag: token-classification
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tags:
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- agriculture
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datasets:
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- ksgr5566/ner
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metrics:
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- f1
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widget:
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- text: "Which are the best varities of tomatoes?"
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example_title: "Example- crop"
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- text: "My paddy has been attacked by grasshopper."
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example_title: "Example- crop + pest"
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- text: "Where can I buy draught resistant paddy ?"
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example_title: "Example- seed type"
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---
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# Model Card for Model ID
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The model recognizes 3 types of entities - pest names, seed types, crop names.
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## Model Details
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### Model Description
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<!-- Provide a longer summary of what this model is. -->
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- **Developed by:** SamagraX | Transforming Governance
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- **Shared by [optional]:** SamagraX | Transforming Governance
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- **Model type:** Named Entity Recognition for agriculture
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- **Language(s) (NLP):** Python
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- **License:** MIT
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- **Finetuned from model [optional]:** distilbert-base-uncased
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## Uses
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Helps extracting the crop name, pest names and seed details from a query asked.
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config.json
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{
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"_name_or_path": "distilbert-base-uncased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForTokenClassification"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"id2label": {
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"0": "O",
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"1": "B-CROP",
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"2": "I-CROP",
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"3": "B-PEST",
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"4": "I-PEST",
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"5": "B-SEED",
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"6": "I-SEED"
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},
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"initializer_range": 0.02,
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"label2id": {
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"B-CROP": 1,
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"B-PEST": 3,
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"B-SEED": 5,
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"I-CROP": 2,
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"I-PEST": 4,
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"I-SEED": 6,
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"O": 0
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},
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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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"pad_token_id": 0,
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"torch_dtype": "float32",
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"transformers_version": "4.40.2",
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"vocab_size": 30522
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:b766eae5e47386b6fbccfbcf82c0d9feece8620adce5313771cee8da89f59db9
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size 265485396
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special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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