Upload BertForSequenceClassification

README.md

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+---
+library_name: transformers
+tags: []
+---
+
+# Model Card for Model ID
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+
+
+## Model Details
+
+### Model Description
+
+<!-- Provide a longer summary of what this model is. -->
+
+This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
+
+- **Developed by:** [More Information Needed]
+- **Funded by [optional]:** [More Information Needed]
+- **Shared by [optional]:** [More Information Needed]
+- **Model type:** [More Information Needed]
+- **Language(s) (NLP):** [More Information Needed]
+- **License:** [More Information Needed]
+- **Finetuned from model [optional]:** [More Information Needed]
+
+### Model Sources [optional]
+
+<!-- Provide the basic links for the model. -->
+
+- **Repository:** [More Information Needed]
+- **Paper [optional]:** [More Information Needed]
+- **Demo [optional]:** [More Information Needed]
+
+## Uses
+
+<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
+
+### Direct Use
+
+<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
+
+[More Information Needed]
+
+### Downstream Use [optional]
+
+<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
+
+[More Information Needed]
+
+### Out-of-Scope Use
+
+<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
+
+[More Information Needed]
+
+## Bias, Risks, and Limitations
+
+<!-- This section is meant to convey both technical and sociotechnical limitations. -->
+
+[More Information Needed]
+
+### Recommendations
+
+<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
+
+Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+
+## How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+[More Information Needed]
+
+## Training Details
+
+### Training Data
+
+<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
+
+[More Information Needed]
+
+### Training Procedure 
+
+<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
+
+#### Preprocessing [optional]
+
+[More Information Needed]
+
+
+#### Training Hyperparameters
+
+- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
+
+#### Speeds, Sizes, Times [optional]
+
+<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
+
+[More Information Needed]
+
+## Evaluation
+
+<!-- This section describes the evaluation protocols and provides the results. -->
+
+### Testing Data, Factors & Metrics
+
+#### Testing Data
+
+<!-- This should link to a Dataset Card if possible. -->
+
+[More Information Needed]
+
+#### Factors
+
+<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
+
+[More Information Needed]
+
+#### Metrics
+
+<!-- These are the evaluation metrics being used, ideally with a description of why. -->
+
+[More Information Needed]
+
+### Results
+
+[More Information Needed]
+
+#### Summary
+
+
+
+## Model Examination [optional]
+
+<!-- Relevant interpretability work for the model goes here -->
+
+[More Information Needed]
+
+## Environmental Impact
+
+<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
+
+Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
+
+- **Hardware Type:** [More Information Needed]
+- **Hours used:** [More Information Needed]
+- **Cloud Provider:** [More Information Needed]
+- **Compute Region:** [More Information Needed]
+- **Carbon Emitted:** [More Information Needed]
+
+## Technical Specifications [optional]
+
+### Model Architecture and Objective
+
+[More Information Needed]
+
+### Compute Infrastructure
+
+[More Information Needed]
+
+#### Hardware
+
+[More Information Needed]
+
+#### Software
+
+[More Information Needed]
+
+## Citation [optional]
+
+<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
+
+**BibTeX:**
+
+[More Information Needed]
+
+**APA:**
+
+[More Information Needed]
+
+## Glossary [optional]
+
+<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
+
+[More Information Needed]
+
+## More Information [optional]
+
+[More Information Needed]
+
+## Model Card Authors [optional]
+
+[More Information Needed]
+
+## Model Card Contact
+
+[More Information Needed]
+
+

config.json

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+{
+  "_name_or_path": "Maiia/BERT_pretrained_resumes",
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Agriculture > Farming",
+    "1": "Agriculture > Fishing",
+    "2": "Agriculture > Forestry and Tree Surgery",
+    "3": "Agriculture > Gardening & Horticulture",
+    "4": "Business, Finance & Insurance > Business & Economics",
+    "5": "Business, Finance & Insurance > Finance > Accounting",
+    "6": "Business, Finance & Insurance > Finance > Banking, Credits & Loans",
+    "7": "Business, Finance & Insurance > Finance > Compliance, Control, Audit & Fraud",
+    "8": "Business, Finance & Insurance > Finance > Corporate Finance",
+    "9": "Business, Finance & Insurance > Finance > Investments",
+    "10": "Business, Finance & Insurance > Finance > Payroll & Benefits",
+    "11": "Business, Finance & Insurance > Finance > Securities, Dealers and Brokers",
+    "12": "Business, Finance & Insurance > Finance > Tax",
+    "13": "Business, Finance & Insurance > Insurance",
+    "14": "Education > Arts and Music Teachers",
+    "15": "Education > Childcare",
+    "16": "Education > Early Education",
+    "17": "Education > Higher Education",
+    "18": "Education > Language Teachers",
+    "19": "Education > School Teachers",
+    "20": "Elementary > Cleaning",
+    "21": "Elementary > Other Elementary",
+    "22": "Elementary > Refuse Workers",
+    "23": "Elementary > Warehouse and Material Moving",
+    "24": "Emergency Services (Non-Medical) > Fire-Fighters",
+    "25": "Emergency Services (Non-Medical) > Other Emergency Services",
+    "26": "Emergency Services (Non-Medical) > Police & Detectives",
+    "27": "Engineering > Aerospace Engineering",
+    "28": "Engineering > Chemical Engineering",
+    "29": "Engineering > Civil Engineering",
+    "30": "Engineering > Electrical Engineering",
+    "31": "Engineering > Manufacturing",
+    "32": "Engineering > Mechanical Engineering",
+    "33": "Engineering > Mining, Oil & Gas",
+    "34": "Engineering > Other Energy",
+    "35": "Environmental and Occupational Health and Hygiene > Food Safety & Regulation",
+    "36": "Environmental and Occupational Health and Hygiene > Other Health & Safetty",
+    "37": "Environmental and Occupational Health and Hygiene > Transport Health & Safety",
+    "38": "HR & Recruitment > HR",
+    "39": "HR & Recruitment > Recruitment",
+    "40": "Health Services > Associate Professionals > Medical Records",
+    "41": "Health Services > Associate Professionals > Medical Technicians",
+    "42": "Health Services > Dentists and Dentistry",
+    "43": "Health Services > Medical Doctors",
+    "44": "Health Services > Nursing & Midwifery > Midwifery",
+    "45": "Health Services > Nursing & Midwifery > Nursing",
+    "46": "Health Services > Optometrists and Ophthalmic Opticians",
+    "47": "Health Services > Other Health > Alternative Medicine",
+    "48": "Health Services > Other Health > Ambulance Workers",
+    "49": "Health Services > Other Health > Dietitians and Nutritionists",
+    "50": "Health Services > Other Health > Physiotherapists",
+    "51": "Health Services > Other Health > Speech and Language Therapy",
+    "52": "Health Services > Psychiatry and Mental Health",
+    "53": "Health Services > Surgeons",
+    "54": "Health Services > Veterinarians",
+    "55": "Hospitality & Catering > Catering",
+    "56": "Hospitality & Catering > Events",
+    "57": "Hospitality & Catering > Other Hospitality",
+    "58": "IT > CRM / ERP",
+    "59": "IT > Data Science, Analytics & BI",
+    "60": "IT > Databases and Data Engineering",
+    "61": "IT > Development and Programming",
+    "62": "IT > GIS",
+    "63": "IT > IT Audit",
+    "64": "IT > IT Design & UX",
+    "65": "IT > IT Product & Project Management",
+    "66": "IT > IT Quality and Testing",
+    "67": "IT > IT Support",
+    "68": "IT > IT Systems and Networking",
+    "69": "Legal > Judges",
+    "70": "Legal > Lawyers and Solicitors",
+    "71": "Legal > Other Legal",
+    "72": "Leisure, Travel and Sports > Animals and Pets",
+    "73": "Leisure, Travel and Sports > Gambling",
+    "74": "Leisure, Travel and Sports > Sports",
+    "75": "Leisure, Travel and Sports > Travel",
+    "76": "Military Specific Occupations",
+    "77": "Not for Profit > Charity",
+    "78": "Not for Profit > Government and Public Sector",
+    "79": "Not for Profit > Social Workers",
+    "80": "Office Work > Secretaries & Administrators",
+    "81": "Personal Care & Services > Care Workers",
+    "82": "Personal Care & Services > Personal Care and Beauty",
+    "83": "Pharmaceutical and Life Sciences > Drug Development",
+    "84": "Pharmaceutical and Life Sciences > Life Sciences",
+    "85": "Pharmaceutical and Life Sciences > Pharmacists",
+    "86": "Procurement, Logistics & Supply Chain > Import & Export",
+    "87": "Procurement, Logistics & Supply Chain > Inventory, Stock & Merchandise",
+    "88": "Procurement, Logistics & Supply Chain > Logistics & Supply Chain",
+    "89": "Procurement, Logistics & Supply Chain > Procurement",
+    "90": "Real Estate",
+    "91": "Retail and Customer Service > Customer Service",
+    "92": "Retail and Customer Service > Retail",
+    "93": "Sales & Marketing > Account, Sales and Operations Executives",
+    "94": "Sales & Marketing > Advertising & Marketing > Communications & PR",
+    "95": "Sales & Marketing > Advertising & Marketing > Copywriting & Creative",
+    "96": "Sales & Marketing > Advertising & Marketing > Digital Marketing & Social Media",
+    "97": "Sales & Marketing > Advertising & Marketing > Market Research",
+    "98": "Sales & Marketing > Advertising & Marketing > Other Marketing",
+    "99": "Sales & Marketing > Business Development",
+    "100": "Science and Mathematics > Environment and Ecology",
+    "101": "Science and Mathematics > Mathematics and Actuarial",
+    "102": "Science and Mathematics > Physical and Earth Sciences",
+    "103": "Security > Prison Services",
+    "104": "Security > Security Guards",
+    "105": "Social & Cultural > Authors, Journalists, Translators",
+    "106": "Social & Cultural > Cultural and Religious Professions > Philosophers, Historians and Political Scientists",
+    "107": "Social & Cultural > Cultural and Religious Professions > Religious Professions",
+    "108": "Social & Cultural > Cultural and Religious Professions > Sociologists, Archaeologists & Anthropologists",
+    "109": "Social & Cultural > Libraries, Exhibitions & Museums",
+    "110": "Social & Cultural > Visual and Performing Arts > Artists & Photographers",
+    "111": "Social & Cultural > Visual and Performing Arts > Film, Television & Radio",
+    "112": "Social & Cultural > Visual and Performing Arts > Musicians",
+    "113": "Social & Cultural > Visual and Performing Arts > Performing Artists",
+    "114": "Telecoms",
+    "115": "Trades > Construction Trades > Appliance Installation and Maintenance",
+    "116": "Trades > Construction Trades > Gas and HVAC",
+    "117": "Trades > Construction Trades > General Building Maintenance",
+    "118": "Trades > Construction Trades > Lifts/Elevators",
+    "119": "Trades > Construction Trades > Plumbing",
+    "120": "Trades > Manufacturing/Industrial Trades > Assembly and Production",
+    "121": "Trades > Manufacturing/Industrial Trades > General Assembly/Operators",
+    "122": "Trades > Miscellaneous Trades > Jewellery",
+    "123": "Trades > Miscellaneous Trades > Musical Instruments",
+    "124": "Trades > Miscellaneous Trades > Textile Assembly/Garments",
+    "125": "Transport and Freight > Air Transport Workers",
+    "126": "Transport and Freight > Cranes, Excavator, Tractor Operators",
+    "127": "Transport and Freight > Marine & River Transport Workers",
+    "128": "Transport and Freight > Rail Transport Workers",
+    "129": "Transport and Freight > Road Transport Workers"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Agriculture > Farming": 0,
+    "Agriculture > Fishing": 1,
+    "Agriculture > Forestry and Tree Surgery": 2,
+    "Agriculture > Gardening & Horticulture": 3,
+    "Business, Finance & Insurance > Business & Economics": 4,
+    "Business, Finance & Insurance > Finance > Accounting": 5,
+    "Business, Finance & Insurance > Finance > Banking, Credits & Loans": 6,
+    "Business, Finance & Insurance > Finance > Compliance, Control, Audit & Fraud": 7,
+    "Business, Finance & Insurance > Finance > Corporate Finance": 8,
+    "Business, Finance & Insurance > Finance > Investments": 9,
+    "Business, Finance & Insurance > Finance > Payroll & Benefits": 10,
+    "Business, Finance & Insurance > Finance > Securities, Dealers and Brokers": 11,
+    "Business, Finance & Insurance > Finance > Tax": 12,
+    "Business, Finance & Insurance > Insurance": 13,
+    "Education > Arts and Music Teachers": 14,
+    "Education > Childcare": 15,
+    "Education > Early Education": 16,
+    "Education > Higher Education": 17,
+    "Education > Language Teachers": 18,
+    "Education > School Teachers": 19,
+    "Elementary > Cleaning": 20,
+    "Elementary > Other Elementary": 21,
+    "Elementary > Refuse Workers": 22,
+    "Elementary > Warehouse and Material Moving": 23,
+    "Emergency Services (Non-Medical) > Fire-Fighters": 24,
+    "Emergency Services (Non-Medical) > Other Emergency Services": 25,
+    "Emergency Services (Non-Medical) > Police & Detectives": 26,
+    "Engineering > Aerospace Engineering": 27,
+    "Engineering > Chemical Engineering": 28,
+    "Engineering > Civil Engineering": 29,
+    "Engineering > Electrical Engineering": 30,
+    "Engineering > Manufacturing": 31,
+    "Engineering > Mechanical Engineering": 32,
+    "Engineering > Mining, Oil & Gas": 33,
+    "Engineering > Other Energy": 34,
+    "Environmental and Occupational Health and Hygiene > Food Safety & Regulation": 35,
+    "Environmental and Occupational Health and Hygiene > Other Health & Safetty": 36,
+    "Environmental and Occupational Health and Hygiene > Transport Health & Safety": 37,
+    "HR & Recruitment > HR": 38,
+    "HR & Recruitment > Recruitment": 39,
+    "Health Services > Associate Professionals > Medical Records": 40,
+    "Health Services > Associate Professionals > Medical Technicians": 41,
+    "Health Services > Dentists and Dentistry": 42,
+    "Health Services > Medical Doctors": 43,
+    "Health Services > Nursing & Midwifery > Midwifery": 44,
+    "Health Services > Nursing & Midwifery > Nursing": 45,
+    "Health Services > Optometrists and Ophthalmic Opticians": 46,
+    "Health Services > Other Health > Alternative Medicine": 47,
+    "Health Services > Other Health > Ambulance Workers": 48,
+    "Health Services > Other Health > Dietitians and Nutritionists": 49,
+    "Health Services > Other Health > Physiotherapists": 50,
+    "Health Services > Other Health > Speech and Language Therapy": 51,
+    "Health Services > Psychiatry and Mental Health": 52,
+    "Health Services > Surgeons": 53,
+    "Health Services > Veterinarians": 54,
+    "Hospitality & Catering > Catering": 55,
+    "Hospitality & Catering > Events": 56,
+    "Hospitality & Catering > Other Hospitality": 57,
+    "IT > CRM / ERP": 58,
+    "IT > Data Science, Analytics & BI": 59,
+    "IT > Databases and Data Engineering": 60,
+    "IT > Development and Programming": 61,
+    "IT > GIS": 62,
+    "IT > IT Audit": 63,
+    "IT > IT Design & UX": 64,
+    "IT > IT Product & Project Management": 65,
+    "IT > IT Quality and Testing": 66,
+    "IT > IT Support": 67,
+    "IT > IT Systems and Networking": 68,
+    "Legal > Judges": 69,
+    "Legal > Lawyers and Solicitors": 70,
+    "Legal > Other Legal": 71,
+    "Leisure, Travel and Sports > Animals and Pets": 72,
+    "Leisure, Travel and Sports > Gambling": 73,
+    "Leisure, Travel and Sports > Sports": 74,
+    "Leisure, Travel and Sports > Travel": 75,
+    "Military Specific Occupations": 76,
+    "Not for Profit > Charity": 77,
+    "Not for Profit > Government and Public Sector": 78,
+    "Not for Profit > Social Workers": 79,
+    "Office Work > Secretaries & Administrators": 80,
+    "Personal Care & Services > Care Workers": 81,
+    "Personal Care & Services > Personal Care and Beauty": 82,
+    "Pharmaceutical and Life Sciences > Drug Development": 83,
+    "Pharmaceutical and Life Sciences > Life Sciences": 84,
+    "Pharmaceutical and Life Sciences > Pharmacists": 85,
+    "Procurement, Logistics & Supply Chain > Import & Export": 86,
+    "Procurement, Logistics & Supply Chain > Inventory, Stock & Merchandise": 87,
+    "Procurement, Logistics & Supply Chain > Logistics & Supply Chain": 88,
+    "Procurement, Logistics & Supply Chain > Procurement": 89,
+    "Real Estate": 90,
+    "Retail and Customer Service > Customer Service": 91,
+    "Retail and Customer Service > Retail": 92,
+    "Sales & Marketing > Account, Sales and Operations Executives": 93,
+    "Sales & Marketing > Advertising & Marketing > Communications & PR": 94,
+    "Sales & Marketing > Advertising & Marketing > Copywriting & Creative": 95,
+    "Sales & Marketing > Advertising & Marketing > Digital Marketing & Social Media": 96,
+    "Sales & Marketing > Advertising & Marketing > Market Research": 97,
+    "Sales & Marketing > Advertising & Marketing > Other Marketing": 98,
+    "Sales & Marketing > Business Development": 99,
+    "Science and Mathematics > Environment and Ecology": 100,
+    "Science and Mathematics > Mathematics and Actuarial": 101,
+    "Science and Mathematics > Physical and Earth Sciences": 102,
+    "Security > Prison Services": 103,
+    "Security > Security Guards": 104,
+    "Social & Cultural > Authors, Journalists, Translators": 105,
+    "Social & Cultural > Cultural and Religious Professions > Philosophers, Historians and Political Scientists": 106,
+    "Social & Cultural > Cultural and Religious Professions > Religious Professions": 107,
+    "Social & Cultural > Cultural and Religious Professions > Sociologists, Archaeologists & Anthropologists": 108,
+    "Social & Cultural > Libraries, Exhibitions & Museums": 109,
+    "Social & Cultural > Visual and Performing Arts > Artists & Photographers": 110,
+    "Social & Cultural > Visual and Performing Arts > Film, Television & Radio": 111,
+    "Social & Cultural > Visual and Performing Arts > Musicians": 112,
+    "Social & Cultural > Visual and Performing Arts > Performing Artists": 113,
+    "Telecoms": 114,
+    "Trades > Construction Trades > Appliance Installation and Maintenance": 115,
+    "Trades > Construction Trades > Gas and HVAC": 116,
+    "Trades > Construction Trades > General Building Maintenance": 117,
+    "Trades > Construction Trades > Lifts/Elevators": 118,
+    "Trades > Construction Trades > Plumbing": 119,
+    "Trades > Manufacturing/Industrial Trades > Assembly and Production": 120,
+    "Trades > Manufacturing/Industrial Trades > General Assembly/Operators": 121,
+    "Trades > Miscellaneous Trades > Jewellery": 122,
+    "Trades > Miscellaneous Trades > Musical Instruments": 123,
+    "Trades > Miscellaneous Trades > Textile Assembly/Garments": 124,
+    "Transport and Freight > Air Transport Workers": 125,
+    "Transport and Freight > Cranes, Excavator, Tractor Operators": 126,
+    "Transport and Freight > Marine & River Transport Workers": 127,
+    "Transport and Freight > Rail Transport Workers": 128,
+    "Transport and Freight > Road Transport Workers": 129
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.38.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

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