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

@@ -0,0 +1,3 @@
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+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]"
+}