new tiny model

README.md

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+This is a tiny-layoutlm random model to be used for basic testing.

config.json

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+{
+  "_name_or_path": "microsoft/layoutlm-base-uncased",
+  "architectures": [
+    "LayoutLMForMaskedLM"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 32,
+  "initializer_range": 0.02,
+  "intermediate_size": 64,
+  "layer_norm_eps": 1e-12,
+  "max_2d_position_embeddings": 128,
+  "max_position_embeddings": 512,
+  "model_type": "layoutlm",
+  "num_attention_heads": 2,
+  "num_hidden_layers": 2,
+  "output_past": true,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float16",
+  "transformers_version": "4.10.0.dev0",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 5000
+}

make-tiny-layoutlm.py

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+#!/usr/bin/env python
+
+
+import sys
+import os
+
+from transformers import LayoutLMTokenizer, LayoutLMTokenizerFast, LayoutLMConfig, LayoutLMForMaskedLM
+
+mname_orig = "microsoft/layoutlm-base-uncased"
+mname_tiny = "tiny-layoutlm"
+
+### Tokenizer
+
+import json
+from transformers import AutoTokenizer
+from tokenizers import Tokenizer
+vocab_keep_items = 5000
+tokenizer = AutoTokenizer.from_pretrained(mname_orig, use_fast=True)
+assert tokenizer.is_fast, "This only works for fast tokenizers."
+tokenizer_json = json.loads(tokenizer._tokenizer.to_str())
+vocab = tokenizer_json["model"]["vocab"]
+if tokenizer_json["model"]["type"] == "BPE":
+    new_vocab = { token: i for token, i in vocab.items() if i < vocab_keep_items }
+    merges = tokenizer_json["model"]["merges"]
+    new_merges = []
+    for i in range(len(merges)):
+        a, b = merges[i].split()
+        new_token = "".join((a, b))
+        if a in new_vocab and b in new_vocab and new_token in new_vocab:
+            new_merges.append(merges[i])
+    tokenizer_json["model"]["merges"] = new_merges
+elif tokenizer_json["model"]["type"] == "Unigram":
+    new_vocab = vocab[:vocab_keep_items]
+elif tokenizer_json["model"]["type"] == "WordPiece" or tokenizer_json["model"]["type"] == "WordLevel":
+    new_vocab = { token: i for token, i in vocab.items() if i < vocab_keep_items }
+else:
+    raise ValueError(f"don't know how to handle {tokenizer_json['model']['type']}")
+tokenizer_json["model"]["vocab"] = new_vocab
+tokenizer._tokenizer = Tokenizer.from_str(json.dumps(tokenizer_json))
+tokenizer_fast_tiny = tokenizer
+
+
+### Config
+
+config_tiny = LayoutLMConfig.from_pretrained(mname_orig)
+print(config_tiny)
+# remember to update this to the actual config as each model is different and then shrink the numbers
+config_tiny.update(dict(
+    vocab_size=vocab_keep_items,
+    hidden_size=32,
+    intermediate_size=64,
+    max_position_embeddings=512,
+    max_2d_position_embeddings=128,
+    num_attention_heads=2,
+    num_hidden_layers=2,
+))
+print("New config", config_tiny)
+
+
+
+### Model
+
+model_tiny = LayoutLMForMaskedLM(config_tiny)
+print(f"{mname_tiny}: num of params {model_tiny.num_parameters()}")
+model_tiny.resize_token_embeddings(len(tokenizer_fast_tiny))
+
+# Test
+inputs = tokenizer_fast_tiny("The capital of France is [MASK].", return_tensors="pt")
+#print(inputs)
+outputs = model_tiny(**inputs)
+print("Test with normal tokenizer:", len(outputs.logits[0]))
+
+# Save
+model_tiny.half() # makes it smaller
+model_tiny.save_pretrained(".")
+tokenizer_fast_tiny.save_pretrained(".")
+
+#print(model_tiny)
+
+readme = "README.md"
+if not os.path.exists(readme):
+    with open(readme, "w") as f:
+        f.write(f"This is a {mname_tiny} random model to be used for basic testing.\n")
+
+print(f"Generated {mname_tiny}")

pytorch_model.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:a238a7e723f1805fbde73007f48ffd5fe54606369694a89ae5bd81b80ea76971
+size 456786

special_tokens_map.json

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+{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}

tokenizer.json

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+{"version":"1.0","truncation":null,"padding":null,"added_tokens":[{"id":0,"special":true,"content":"[PAD]","single_word":false,"lstrip":false,"rstrip":false,"normalized":false},{"id":100,"special":true,"content":"[UNK]","single_word":false,"lstrip":false,"rstrip":false,"normalized":false},{"id":101,"special":true,"content":"[CLS]","single_word":false,"lstrip":false,"rstrip":false,"normalized":false},{"id":102,"special":true,"content":"[SEP]","single_word":false,"lstrip":false,"rstrip":false,"normalized":false},{"id":103,"special":true,"content":"[MASK]","single_word":false,"lstrip":false,"rstrip":false,"normalized":false}],"normalizer":{"type":"BertNormalizer","clean_text":true,"handle_chinese_chars":true,"strip_accents":null,"lowercase":true},"pre_tokenizer":{"type":"BertPreTokenizer"},"post_processor":{"type":"TemplateProcessing","single":[{"SpecialToken":{"id":"[CLS]","type_id":0}},{"Sequence":{"id":"A","type_id":0}},{"SpecialToken":{"id":"[SEP]","type_id":0}}],"pair":[{"SpecialToken":{"id":"[CLS]","type_id":0}},{"Sequence":{"id":"A","type_id":0}},{"SpecialToken":{"id":"[SEP]","type_id":0}},{"Sequence":{"id":"B","type_id":1}},{"SpecialToken":{"id":"[SEP]","type_id":1}}],"special_tokens":{"[CLS]":{"id":"[CLS]","ids":[101],"tokens":["[CLS]"]},"[SEP]":{"id":"[SEP]","ids":[102],"tokens":["[SEP]"]}}},"decoder":{"type":"WordPiece","prefix":"##","cleanup":true},"model":{"type":"WordPiece","unk_token":"[UNK]","continuing_subword_prefix":"##","max_input_chars_per_word":100,"vocab":{"[PAD]":0,"[unused0]":1,"[unused1]":2,"[unused2]":3,"[unused3]":4,"[unused4]":5,"[unused5]":6,"[unused6]":7,"[unused7]":8,"[unused8]":9,"[unused9]":10,"[unused10]":11,"[unused11]":12,"[unused12]":13,"[unused13]":14,"[unused14]":15,"[unused15]":16,"[unused16]":17,"[unused17]":18,"[unused18]":19,"[unused19]":20,"[unused20]":21,"[unused21]":22,"[unused22]":23,"[unused23]":24,"[unused24]":25,"[unused25]":26,"[unused26]":27,"[unused27]":28,"[unused28]":29,"[unused29]":30,"[unused30]":31,"[unused31]":32,"[unused32]":33,"[unused33]":34,"[unused34]":35,"[unused35]":36,"[unused36]":37,"[unused37]":38,"[unused38]":39,"[unused39]":40,"[unused40]":41,"[unused41]":42,"[unused42]":43,"[unused43]":44,"[unused44]":45,"[unused45]":46,"[unused46]":47,"[unused47]":48,"[unused48]":49,"[unused49]":50,"[unused50]":51,"[unused51]":52,"[unused52]":53,"[unused53]":54,"[unused54]":55,"[unused55]":56,"[unused56]":57,"[unused57]":58,"[unused58]":59,"[unused59]":60,"[unused60]":61,"[unused61]":62,"[unused62]":63,"[unused63]":64,"[unused64]":65,"[unused65]":66,"[unused66]":67,"[unused67]":68,"[unused68]":69,"[unused69]":70,"[unused70]":71,"[unused71]":72,"[unused72]":73,"[unused73]":74,"[unused74]":75,"[unused75]":76,"[unused76]":77,"[unused77]":78,"[unused78]":79,"[unused79]":80,"[unused80]":81,"[unused81]":82,"[unused82]":83,"[unused83]":84,"[unused84]":85,"[unused85]":86,"[unused86]":87,"[unused87]":88,"[unused88]":89,"[unused89]":90,"[unused90]":91,"[unused91]":92,"[unused92]":93,"[unused93]":94,"[unused94]":95,"[unused95]":96,"[unused96]":97,"[unused97]":98,"[unused98]":99,"[UNK]":100,"[CLS]":101,"[SEP]":102,"[MASK]":103,"[unused99]":104,"[unused100]":105,"[unused101]":106,"[unused102]":107,"[unused103]":108,"[unused104]":109,"[unused105]":110,"[unused106]":111,"[unused107]":112,"[unused108]":113,"[unused109]":114,"[unused110]":115,"[unused111]":116,"[unused112]":117,"[unused113]":118,"[unused114]":119,"[unused115]":120,"[unused116]":121,"[unused117]":122,"[unused118]":123,"[unused119]":124,"[unused120]":125,"[unused121]":126,"[unused122]":127,"[unused123]":128,"[unused124]":129,"[unused125]":130,"[unused126]":131,"[unused127]":132,"[unused128]":133,"[unused129]":134,"[unused130]":135,"[unused131]":136,"[unused132]":137,"[unused133]":138,"[unused134]":139,"[unused135]":140,"[unused136]":141,"[unused137]":142,"[unused138]":143,"[unused139]":144,"[unused140]":145,"[unused141]":146,"[unused142]":147,"[unused143]":148,"[unused144]":149,"[unused145]":150,"[unused146]":151,"[unused147]":152,"[unused148]":153,"[unused149]":154,"[unused150]":155,"[unused151]":156,"[unused152]":157,"[unused153]":158,"[unused154]":159,"[unused155]":160,"[unused156]":161,"[unused157]":162,"[unused158]":163,"[unused159]":164,"[unused160]":165,"[unused161]":166,"[unused162]":167,"[unused163]":168,"[unused164]":169,"[unused165]":170,"[unused166]":171,"[unused167]":172,"[unused168]":173,"[unused169]":174,"[unused170]":175,"[unused171]":176,"[unused172]":177,"[unused173]":178,"[unused174]":179,"[unused175]":180,"[unused176]":181,"[unused177]":182,"[unused178]":183,"[unused179]":184,"[unused180]":185,"[unused181]":186,"[unused182]":187,"[unused183]":188,"[unused184]":189,"[unused185]":190,"[unused186]":191,"[unused187]":192,"[unused188]":193,"[unused189]":194,"[unused190]":195,"[unused191]":196,"[unused192]":197,"[unused193]":198,"[unused194]":199,"[unused195]":200,"[unused196]":201,"[unused197]":202,"[unused198]":203,"[unused199]":204,"[unused200]":205,"[unused201]":206,"[unused202]":207,"[u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