Commit From AutoTrain

.gitattributes

@@ -30,3 +30,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.bin.* filter=lfs diff=lfs merge=lfs -text
+*.tar.gz filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,56 @@
+---
+tags:
+- autotrain
+- text-classification
+language:
+- en
+widget:
+- text: "I love AutoTrain 🤗"
+datasets:
+- neuralspace/autotrain-data-ecomm1.8
+co2_eq_emissions:
+ emissions: 0.034797737604122594
+---
+
+# Model Trained Using AutoTrain
+
+- Problem type: Multi-class Classification
+- Model ID: 1360552485
+- CO2 Emissions (in grams): 0.0348
+
+## Validation Metrics
+
+- Loss: 0.539
+- Accuracy: 0.914
+- Macro F1: 0.903
+- Micro F1: 0.914
+- Weighted F1: 0.907
+- Macro Precision: 0.927
+- Micro Precision: 0.914
+- Weighted Precision: 0.928
+- Macro Recall: 0.907
+- Micro Recall: 0.914
+- Weighted Recall: 0.914
+
+
+## Usage
+
+You can use cURL to access this model:
+
+```
+$ curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "I love AutoTrain"}' https://api-inference.huggingface.co/models/neuralspace/autotrain-ecomm1.8-1360552485
+```
+
+Or Python API:
+
+```
+from transformers import AutoModelForSequenceClassification, AutoTokenizer
+
+model = AutoModelForSequenceClassification.from_pretrained("neuralspace/autotrain-ecomm1.8-1360552485", use_auth_token=True)
+
+tokenizer = AutoTokenizer.from_pretrained("neuralspace/autotrain-ecomm1.8-1360552485", use_auth_token=True)
+
+inputs = tokenizer("I love AutoTrain", return_tensors="pt")
+
+outputs = model(**inputs)
+```

config.json

@@ -0,0 +1,410 @@
+{
+ "_name_or_path": "AutoTrain",
+ "_num_labels": 188,
+ "architectures": [
+ "BertForSequenceClassification"
+ ],
+ "attention_probs_dropout_prob": 0.1,
+ "classifier_dropout": null,
+ "gradient_checkpointing": false,
+ "hidden_act": "gelu",
+ "hidden_dropout_prob": 0.1,
+ "hidden_size": 1024,
+ "id2label": {
+ "0": "Activate",
+ "1": "Add",
+ "2": "Adjust",
+ "3": "Advertize",
+ "4": "Allocate",
+ "5": "Annotate",
+ "6": "Appoint",
+ "7": "Arrange",
+ "8": "Ask",
+ "9": "Assess",
+ "10": "Assign",
+ "11": "Audit",
+ "12": "Autofill",
+ "13": "Ban",
+ "14": "Book",
+ "15": "Bookmark",
+ "16": "Browse",
+ "17": "Calcuate",
+ "18": "Call",
+ "19": "Chat",
+ "20": "Check",
+ "21": "Checkout",
+ "22": "Choose",
+ "23": "Claim",
+ "24": "Close",
+ "25": "Collect",
+ "26": "Complain",
+ "27": "Connect",
+ "28": "Consult ",
+ "29": "Contact",
+ "30": "Continue",
+ "31": "Convert",
+ "32": "Correct",
+ "33": "Create",
+ "34": "Customize",
+ "35": "Define",
+ "36": "Delay",
+ "37": "Delete",
+ "38": "Describe",
+ "39": "Designate",
+ "40": "Disconnect",
+ "41": "Documentation",
+ "42": "Donate",
+ "43": "Download",
+ "44": "Draft",
+ "45": "E-mail",
+ "46": "Enter",
+ "47": "Evaluate",
+ "48": "Examine",
+ "49": "Exchange",
+ "50": "Expedite",
+ "51": "FAQs",
+ "52": "Filter",
+ "53": "Find",
+ "54": "Fix",
+ "55": "Follow",
+ "56": "Generate",
+ "57": "Get",
+ "58": "Go",
+ "59": "Grant",
+ "60": "Group",
+ "61": "Guarantee",
+ "62": "Help",
+ "63": "Hide",
+ "64": "Identify",
+ "65": "Increase",
+ "66": "Inquire",
+ "67": "Invite",
+ "68": "Join",
+ "69": "Launch",
+ "70": "Learn",
+ "71": "Leave",
+ "72": "Locate",
+ "73": "Manage",
+ "74": "Notify",
+ "75": "Obtain",
+ "76": "Open",
+ "77": "Pack",
+ "78": "Pick",
+ "79": "Post",
+ "80": "Pre-orders",
+ "81": "Print",
+ "82": "Process",
+ "83": "Publish",
+ "84": "Purchase",
+ "85": "Re-Calculate",
+ "86": "Read",
+ "87": "Receive",
+ "88": "Recommend",
+ "89": "Reconcile",
+ "90": "Record",
+ "91": "Redeem",
+ "92": "Refer",
+ "93": "Register",
+ "94": "Reject",
+ "95": "Release",
+ "96": "Remove",
+ "97": "Replace",
+ "98": "Reserve",
+ "99": "Resolve",
+ "100": "Restart",
+ "101": "Resume",
+ "102": "Retrieve",
+ "103": "Return",
+ "104": "Save",
+ "105": "Schedule",
+ "106": "Search",
+ "107": "See",
+ "108": "Select",
+ "109": "Sell",
+ "110": "Send",
+ "111": "Set",
+ "112": "Setup",
+ "113": "Share",
+ "114": "Ship",
+ "115": "Show ",
+ "116": "Sign_up",
+ "117": "Slide",
+ "118": "Sort",
+ "119": "Specify",
+ "120": "Start",
+ "121": "Startover",
+ "122": "Submit",
+ "123": "Subscribe",
+ "124": "Surprise ",
+ "125": "Talk",
+ "126": "Track",
+ "127": "Translate",
+ "128": "Trend",
+ "129": "Troubleshoot",
+ "130": "Try",
+ "131": "Unblock",
+ "132": "Unlink",
+ "133": "Upload",
+ "134": "Use",
+ "135": "View",
+ "136": "View ",
+ "137": "Visualize",
+ "138": "Warranty",
+ "139": "access",
+ "140": "apply ",
+ "141": "approve",
+ "142": "automate",
+ "143": "bargain",
+ "144": "buy",
+ "145": "cancel ",
+ "146": "change ",
+ "147": "combine",
+ "148": "comment",
+ "149": "compare ",
+ "150": "complain",
+ "151": "connect",
+ "152": "deactivate",
+ "153": "deliver",
+ "154": "demo",
+ "155": "discover",
+ "156": "download",
+ "157": "expire",
+ "158": "feedback ",
+ "159": "find ",
+ "160": "finish",
+ "161": "hold",
+ "162": "learn ",
+ "163": "link",
+ "164": "listing",
+ "165": "merge",
+ "166": "message",
+ "167": "modify",
+ "168": "notify",
+ "169": "order",
+ "170": "paid",
+ "171": "process ",
+ "172": "release",
+ "173": "report ",
+ "174": "request ",
+ "175": "resend",
+ "176": "reset",
+ "177": "review ",
+ "178": "save",
+ "179": "shop",
+ "180": "show",
+ "181": "track",
+ "182": "transfer",
+ "183": "unlock",
+ "184": "update",
+ "185": "withdraw ",
+ "186": "zoom_in",
+ "187": "zoom_out"
+ },
+ "initializer_range": 0.02,
+ "intermediate_size": 4096,
+ "label2id": {
+ "Activate": 0,
+ "Add": 1,
+ "Adjust": 2,
+ "Advertize": 3,
+ "Allocate": 4,
+ "Annotate": 5,
+ "Appoint": 6,
+ "Arrange": 7,
+ "Ask": 8,
+ "Assess": 9,
+ "Assign": 10,
+ "Audit": 11,
+ "Autofill": 12,
+ "Ban": 13,
+ "Book": 14,
+ "Bookmark": 15,
+ "Browse": 16,
+ "Calcuate": 17,
+ "Call": 18,
+ "Chat": 19,
+ "Check": 20,
+ "Checkout": 21,
+ "Choose": 22,
+ "Claim": 23,
+ "Close": 24,
+ "Collect": 25,
+ "Complain": 26,
+ "Connect": 27,
+ "Consult ": 28,
+ "Contact": 29,
+ "Continue": 30,
+ "Convert": 31,
+ "Correct": 32,
+ "Create": 33,
+ "Customize": 34,
+ "Define": 35,
+ "Delay": 36,
+ "Delete": 37,
+ "Describe": 38,
+ "Designate": 39,
+ "Disconnect": 40,
+ "Documentation": 41,
+ "Donate": 42,
+ "Download": 43,
+ "Draft": 44,
+ "E-mail": 45,
+ "Enter": 46,
+ "Evaluate": 47,
+ "Examine": 48,
+ "Exchange": 49,
+ "Expedite": 50,
+ "FAQs": 51,
+ "Filter": 52,
+ "Find": 53,
+ "Fix": 54,
+ "Follow": 55,
+ "Generate": 56,
+ "Get": 57,
+ "Go": 58,
+ "Grant": 59,
+ "Group": 60,
+ "Guarantee": 61,
+ "Help": 62,
+ "Hide": 63,
+ "Identify": 64,
+ "Increase": 65,
+ "Inquire": 66,
+ "Invite": 67,
+ "Join": 68,
+ "Launch": 69,
+ "Learn": 70,
+ "Leave": 71,
+ "Locate": 72,
+ "Manage": 73,
+ "Notify": 74,
+ "Obtain": 75,
+ "Open": 76,
+ "Pack": 77,
+ "Pick": 78,
+ "Post": 79,
+ "Pre-orders": 80,
+ "Print": 81,
+ "Process": 82,
+ "Publish": 83,
+ "Purchase": 84,
+ "Re-Calculate": 85,
+ "Read": 86,
+ "Receive": 87,
+ "Recommend": 88,
+ "Reconcile": 89,
+ "Record": 90,
+ "Redeem": 91,
+ "Refer": 92,
+ "Register": 93,
+ "Reject": 94,
+ "Release": 95,
+ "Remove": 96,
+ "Replace": 97,
+ "Reserve": 98,
+ "Resolve": 99,
+ "Restart": 100,
+ "Resume": 101,
+ "Retrieve": 102,
+ "Return": 103,
+ "Save": 104,
+ "Schedule": 105,
+ "Search": 106,
+ "See": 107,
+ "Select": 108,
+ "Sell": 109,
+ "Send": 110,
+ "Set": 111,
+ "Setup": 112,
+ "Share": 113,
+ "Ship": 114,
+ "Show ": 115,
+ "Sign_up": 116,
+ "Slide": 117,
+ "Sort": 118,
+ "Specify": 119,
+ "Start": 120,
+ "Startover": 121,
+ "Submit": 122,
+ "Subscribe": 123,
+ "Surprise ": 124,
+ "Talk": 125,
+ "Track": 126,
+ "Translate": 127,
+ "Trend": 128,
+ "Troubleshoot": 129,
+ "Try": 130,
+ "Unblock": 131,
+ "Unlink": 132,
+ "Upload": 133,
+ "Use": 134,
+ "View": 135,
+ "View ": 136,
+ "Visualize": 137,
+ "Warranty": 138,
+ "access": 139,
+ "apply ": 140,
+ "approve": 141,
+ "automate": 142,
+ "bargain": 143,
+ "buy": 144,
+ "cancel ": 145,
+ "change ": 146,
+ "combine": 147,
+ "comment": 148,
+ "compare ": 149,
+ "complain": 150,
+ "connect": 151,
+ "deactivate": 152,
+ "deliver": 153,
+ "demo": 154,
+ "discover": 155,
+ "download": 156,
+ "expire": 157,
+ "feedback ": 158,
+ "find ": 159,
+ "finish": 160,
+ "hold": 161,
+ "learn ": 162,
+ "link": 163,
+ "listing": 164,
+ "merge": 165,
+ "message": 166,
+ "modify": 167,
+ "notify": 168,
+ "order": 169,
+ "paid": 170,
+ "process ": 171,
+ "release": 172,
+ "report ": 173,
+ "request ": 174,
+ "resend": 175,
+ "reset": 176,
+ "review ": 177,
+ "save": 178,
+ "shop": 179,
+ "show": 180,
+ "track": 181,
+ "transfer": 182,
+ "unlock": 183,
+ "update": 184,
+ "withdraw ": 185,
+ "zoom_in": 186,
+ "zoom_out": 187
+ },
+ "layer_norm_eps": 1e-12,
+ "max_length": 64,
+ "max_position_embeddings": 512,
+ "model_type": "bert",
+ "num_attention_heads": 16,
+ "num_hidden_layers": 24,
+ "pad_token_id": 0,
+ "padding": "max_length",
+ "position_embedding_type": "absolute",
+ "problem_type": "single_label_classification",
+ "torch_dtype": "float32",
+ "transformers_version": "4.20.0",
+ "type_vocab_size": 2,
+ "use_cache": true,
+ "vocab_size": 30522
+}

pytorch_model.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:41fcc4edc1814e5968dc9aa01066f036ef1778df8bfad14dca5ecfe9554d1e0e
+size 1341474285

special_tokens_map.json

@@ -0,0 +1,7 @@
+{
+ "cls_token": "[CLS]",
+ "mask_token": "[MASK]",
+ "pad_token": "[PAD]",
+ "sep_token": "[SEP]",
+ "unk_token": "[UNK]"
+}

tokenizer_config.json

@@ -0,0 +1,14 @@
+{
+ "cls_token": "[CLS]",
+ "do_lower_case": true,
+ "mask_token": "[MASK]",
+ "model_max_length": 512,
+ "name_or_path": "AutoTrain",
+ "pad_token": "[PAD]",
+ "sep_token": "[SEP]",
+ "special_tokens_map_file": null,
+ "strip_accents": null,
+ "tokenize_chinese_chars": true,
+ "tokenizer_class": "BertTokenizer",
+ "unk_token": "[UNK]"
+}