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wav2vec2-large-xlsr-53-chinese-zh-cn

Automatic Speech Recognition Transformers PyTorch JAX
Chinese wav2vec2 audio speech xlsr-fine-tuning-week Eval Results Inference Endpoints
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  1. README.md +153 -0
  2. config.json +76 -0
  3. preprocessor_config.json +8 -0
  4. pytorch_model.bin +3 -0
  5. special_tokens_map.json +1 -0
  6. vocab.json +1 -0
README.md ADDED
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+ ---
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+ language: zh-CN
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+ datasets:
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+ - common_voice
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+ metrics:
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+ - wer
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+ - cer
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+ tags:
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+ - audio
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+ - automatic-speech-recognition
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+ - speech
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+ - xlsr-fine-tuning-week
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+ license: apache-2.0
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+ model-index:
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+ - name: XLSR Wav2Vec2 Chinese (zh-CN) by Jonatas Grosman
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+ results:
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+ - task:
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+ name: Speech Recognition
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+ type: automatic-speech-recognition
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+ dataset:
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+ name: Common Voice zh-CN
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+ type: common_voice
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+ args: zh-CN
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+ metrics:
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+ - name: Test WER
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+ type: wer
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+ value: 85.10
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+ - name: Test CER
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+ type: cer
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+ value: 20.16
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+ ---
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+
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+ # Wav2Vec2-Large-XLSR-53-Chinese-zh-CN
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+
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+ Fine-tuned [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on Chinese using the [Common Voice](https://huggingface.co/datasets/common_voice) and [CSS10](https://github.com/Kyubyong/css10).
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+ When using this model, make sure that your speech input is sampled at 16kHz.
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+
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+ The script used for training can be found here: https://github.com/jonatasgrosman/wav2vec2-sprint
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+
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+ ## Usage
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+
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+ The model can be used directly (without a language model) as follows:
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+
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+ ```python
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+ import torch
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+ import librosa
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+ from datasets import load_dataset
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+ from transformers import Wav2Vec2ForCTC, Wav2Vec2Processor
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+
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+ LANG_ID = "zh-CN"
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+ MODEL_ID = "jonatasgrosman/wav2vec2-large-xlsr-53-chinese-zh-cn"
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+ SAMPLES = 5
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+
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+ test_dataset = load_dataset("common_voice", LANG_ID, split=f"test[:{SAMPLES}]")
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+
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+ processor = Wav2Vec2Processor.from_pretrained(MODEL_ID)
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+ model = Wav2Vec2ForCTC.from_pretrained(MODEL_ID)
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+
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+ # Preprocessing the datasets.
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+ # We need to read the audio files as arrays
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+ def speech_file_to_array_fn(batch):
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+ speech_array, sampling_rate = librosa.load(batch["path"], sr=16_000)
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+ batch["speech"] = speech_array
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+ batch["sentence"] = batch["sentence"].upper()
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+ return batch
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+
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+ test_dataset = test_dataset.map(speech_file_to_array_fn)
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+ inputs = processor(test_dataset["speech"], sampling_rate=16_000, return_tensors="pt", padding=True)
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+
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+ with torch.no_grad():
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+ logits = model(inputs.input_values, attention_mask=inputs.attention_mask).logits
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+
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+ predicted_ids = torch.argmax(logits, dim=-1)
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+ predicted_sentences = processor.batch_decode(predicted_ids)
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+
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+ for i, predicted_sentence in enumerate(predicted_sentences):
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+ print("-" * 100)
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+ print("Reference:", test_dataset[i]["sentence"])
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+ print("Prediction:", predicted_sentence)
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+ ```
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+
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+ | Reference | Prediction |
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+ | ------------- | ------------- |
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+ | 宋朝末年年间定居粉岭围。 | 宋朝末年年间定区粉令为 |
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+ | 渐渐行动不便 | 建震行动变 |
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+ | 二十一年去世。 | 二十一年去世 |
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+ | 他们自称恰哈拉。 | 他们自称恰哈拉 |
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+ | 局部干涩的例子包括有口干、眼睛干燥、及阴道干燥。 | 局物干色的例子包括有口干眼睛干燥以及音到干燥 |
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+
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+ ## Evaluation
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+
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+ The model can be evaluated as follows on the Chinese (zh-CN) test data of Common Voice.
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+
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+ ```python
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+ import torch
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+ import re
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+ import librosa
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+ from datasets import load_dataset, load_metric
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+ from transformers import Wav2Vec2ForCTC, Wav2Vec2Processor
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+
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+ LANG_ID = "zh-CN"
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+ MODEL_ID = "jonatasgrosman/wav2vec2-large-xlsr-53-chinese-zh-cn"
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+ DEVICE = "cuda"
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+
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+ CHARS_TO_IGNORE = [",", "?", "¿", ".", "!", "¡", ";", ":", '""', "%", '"', "�", "ʿ", "·", "჻", "~", "՞",
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+ "؟", "،", "।", "॥", "«", "»", "„", "“", "”", "「", "」", "‘", "’", "《", "》", "(", ")", "[", "]",
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+ "=", "`", "_", "+", "<", ">", "…", "–", "°", "´", "ʾ", "‹", "›", "©", "®", "—", "→", "。"]
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+
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+ test_dataset = load_dataset("common_voice", LANG_ID, split="test")
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+
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+ wer = load_metric("wer.py") # https://github.com/jonatasgrosman/wav2vec2-sprint/blob/main/wer.py
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+ cer = load_metric("cer.py") # https://github.com/jonatasgrosman/wav2vec2-sprint/blob/main/cer.py
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+
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+ chars_to_ignore_regex = f"[{re.escape(''.join(CHARS_TO_IGNORE))}]"
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+
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+ processor = Wav2Vec2Processor.from_pretrained(MODEL_ID)
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+ model = Wav2Vec2ForCTC.from_pretrained(MODEL_ID)
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+ model.to(DEVICE)
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+
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+ # Preprocessing the datasets.
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+ # We need to read the audio files as arrays
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+ def speech_file_to_array_fn(batch):
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+ with warnings.catch_warnings():
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+ warnings.simplefilter("ignore")
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+ speech_array, sampling_rate = librosa.load(batch["path"], sr=16_000)
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+ batch["speech"] = speech_array
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+ batch["sentence"] = re.sub(chars_to_ignore_regex, "", batch["sentence"]).upper()
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+ return batch
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+
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+ test_dataset = test_dataset.map(speech_file_to_array_fn)
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+
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+ # Preprocessing the datasets.
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+ # We need to read the audio files as arrays
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+ def evaluate(batch):
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+ inputs = processor(batch["speech"], sampling_rate=16_000, return_tensors="pt", padding=True)
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+
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+ with torch.no_grad():
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+ logits = model(inputs.input_values.to(DEVICE), attention_mask=inputs.attention_mask.to(DEVICE)).logits
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+
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+ pred_ids = torch.argmax(logits, dim=-1)
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+ batch["pred_strings"] = processor.batch_decode(pred_ids)
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+ return batch
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+
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+ result = test_dataset.map(evaluate, batched=True, batch_size=8)
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+
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+ print("WER: {:2f}".format(100 * wer.compute(predictions=result["pred_strings"], references=result["sentence"], chunk_size=1000)))
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+ print("CER: {:2f}".format(100 * cer.compute(predictions=result["pred_strings"], references=result["sentence"], chunk_size=1000)))
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+ ```
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+
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+ **Test Result**:
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+
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+ - WER: 85.10%
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+ - CER: 20.16%
config.json ADDED
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+ {
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+ "_name_or_path": "facebook/wav2vec2-large-xlsr-53",
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+ "activation_dropout": 0.05,
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+ "apply_spec_augment": true,
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+ "architectures": [
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+ "Wav2Vec2ForCTC"
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+ ],
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+ "attention_dropout": 0.1,
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+ "bos_token_id": 1,
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+ "conv_bias": true,
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+ "conv_dim": [
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+ 512,
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+ 512,
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+ 512,
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+ 512,
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+ 512
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+ "conv_kernel": [
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+ 10,
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+ ],
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+ "conv_stride": [
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+ 5,
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+ 2,
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+ "ctc_loss_reduction": "mean",
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+ "ctc_zero_infinity": true,
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+ "do_stable_layer_norm": true,
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+ "eos_token_id": 2,
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+ "feat_extract_activation": "gelu",
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+ "feat_extract_dropout": 0.0,
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+ "feat_extract_norm": "layer",
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+ "feat_proj_dropout": 0.05,
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+ "final_dropout": 0.0,
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+ "gradient_checkpointing": true,
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+ "hidden_act": "gelu",
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+ "hidden_dropout": 0.05,
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+ "hidden_size": 1024,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 4096,
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+ "layer_norm_eps": 1e-05,
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+ "layerdrop": 0.05,
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+ "mask_channel_length": 10,
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+ "mask_channel_min_space": 1,
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+ "mask_channel_other": 0.0,
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+ "mask_channel_prob": 0.0,
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+ "mask_channel_selection": "static",
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+ "mask_feature_length": 10,
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+ "mask_feature_prob": 0.0,
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+ "mask_time_length": 10,
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+ "mask_time_min_space": 1,
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+ "mask_time_other": 0.0,
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+ "mask_time_prob": 0.05,
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+ "mask_time_selection": "static",
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+ "model_type": "wav2vec2",
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+ "num_attention_heads": 16,
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+ "num_conv_pos_embedding_groups": 16,
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+ "num_conv_pos_embeddings": 128,
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+ "num_feat_extract_layers": 7,
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+ "num_hidden_layers": 24,
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+ "pad_token_id": 0,
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+ "transformers_version": "4.5.0.dev0",
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+ "vocab_size": 3292
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+ }
preprocessor_config.json ADDED
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+ {
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+ "do_normalize": true,
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+ "padding_side": "right",
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+ "padding_value": 0.0,
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+ "return_attention_mask": true,
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+ "sampling_rate": 16000
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+ }
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special_tokens_map.json ADDED
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+ {"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "pad_token": "<pad>"}
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509, "馀": 510, "岸": 511, "舟": 512, "瞳": 513, "痕": 514, "坡": 515, "裙": 516, "揭": 517, "汰": 518, "绑": 519, "熄": 520, "济": 521, "骤": 522, "凋": 523, "寻": 524, "廊": 525, "疗": 526, "惹": 527, "尝": 528, "零": 529, "骏": 530, "部": 531, "Т": 532, "报": 533, "藉": 534, "挖": 535, "民": 536, "贺": 537, "曲": 538, "怖": 539, "审": 540, "欢": 541, "琪": 542, "铺": 543, "肿": 544, "昆": 545, "荒": 546, "驯": 547, "俗": 548, "载": 549, "И": 550, "玫": 551, "觉": 552, "魔": 553, "衰": 554, "颊": 555, "北": 556, "你": 557, "应": 558, "斜": 559, "村": 560, "禅": 561, "粮": 562, "蒙": 563, "祸": 564, "隧": 565, "殊": 566, "兴": 567, "虔": 568, "行": 569, "淆": 570, "噪": 571, "漫": 572, "菊": 573, "柃": 574, "险": 575, "迎": 576, "蚤": 577, "坤": 578, "才": 579, "辞": 580, "疡": 581, "术": 582, "袍": 583, "了": 584, "趁": 585, "痛": 586, "根": 587, "湄": 588, "母": 589, "钝": 590, "承": 591, "吃": 592, "柽": 593, "癌": 594, "庞": 595, "百": 596, "氧": 597, "频": 598, "遣": 599, "态": 600, "於": 601, "皮": 602, "迄": 603, "竿": 604, "摄": 605, "少": 606, "初": 607, "琼": 608, "悟": 609, "君": 610, "邑": 611, "措": 612, "低": 613, "辱": 614, "鲤": 615, "寰": 616, "盟": 617, "倾": 618, "膨": 619, "教": 620, "柠": 621, "邵": 622, "泾": 623, "淘": 624, "垢": 625, "旅": 626, "争": 627, "榧": 628, "葶": 629, "弥": 630, "晶": 631, "礁": 632, "谬": 633, "代": 634, "衣": 635, "荚": 636, "拜": 637, "政": 638, "弹": 639, "债": 640, "栋": 641, "仲": 642, "势": 643, "仓": 644, "覆": 645, "倍": 646, "鳖": 647, "蹈": 648, "攀": 649, "蝴": 650, "桑": 651, "仰": 652, "降": 653, "轰": 654, "洞": 655, "浉": 656, "骰": 657, "吸": 658, "瞻": 659, "流": 660, "粹": 661, "馈": 662, "秦": 663, "际": 664, "达": 665, "锦": 666, "掉": 667, "漏": 668, "趟": 669, "挑": 670, "皂": 671, "产": 672, "握": 673, "顶": 674, "任": 675, "衷": 676, "雯": 677, "阐": 678, "咏": 679, "螂": 680, "浴": 681, "凶": 682, "善": 683, "氟": 684, "瓷": 685, "邳": 686, "椒": 687, "媛": 688, "寂": 689, "跨": 690, "蛋": 691, "菩": 692, "瑚": 693, "协": 694, "豆": 695, "翅": 696, "诚": 697, "侏": 698, "棱": 699, "浩": 700, "纯": 701, "鱼": 702, "商": 703, "曷": 704, "戊": 705, "郊": 706, "町": 707, "柿": 708, "腔": 709, "目": 710, "矫": 711, "轿": 712, "涵": 713, "渊": 714, "阁": 715, "桦": 716, "勋": 717, "擎": 718, "帝": 719, "就": 720, "劣": 721, "啡": 722, "谍": 723, "穷": 724, "璋": 725, "勒": 726, "冢": 727, "罗": 728, "男": 729, "涂": 730, "蔽": 731, "翻": 732, "肠": 733, "飓": 734, "评": 735, "蔬": 736, "渎": 737, "竞": 738, "允": 739, "唱": 740, "弱": 741, "然": 742, "爪": 743, "熟": 744, "荣": 745, "础": 746, "浅": 747, "兼": 748, "蛤": 749, "鲜": 750, "雌": 751, "挥": 752, "闽": 753, "共": 754, "催": 755, "绮": 756, "洣": 757, "凸": 758, "也": 759, "记": 760, "佐": 761, "湾": 762, "眉": 763, "堵": 764, "都": 765, "绂": 766, "玉": 767, "闭": 768, "鹘": 769, "泽": 770, "哩": 771, "牛": 772, "禺": 773, "郭": 774, "滤": 775, "状": 776, "绕": 777, "放": 778, "蜀": 779, "胡": 780, "桐": 781, "累": 782, "启": 783, "婆": 784, "个": 785, "氮": 786, "侗": 787, "王": 788, "领": 789, "诊": 790, "巫": 791, "官": 792, "搏": 793, "恶": 794, "抱": 795, "谓": 796, "胱": 797, "姆": 798, "较": 799, "黄": 800, "铝": 801, "娜": 802, "喔": 803, "瑮": 804, "叫": 805, "拼": 806, "甬": 807, "蜗": 808, "凤": 809, "德": 810, "苞": 811, "珩": 812, "谐": 813, "视": 814, "落": 815, "颖": 816, "伦": 817, "艾": 818, "堤": 819, "瞩": 820, "舞": 821, "契": 822, "昏": 823, "俄": 824, "齿": 825, "辐": 826, "肆": 827, "袭": 828, "愿": 829, "奇": 830, "费": 831, "敏": 832, "钥": 833, "券": 834, "橄": 835, "请": 836, "装": 837, "异": 838, "蔻": 839, "峻": 840, "诙": 841, "霈": 842, "尉": 843, "茄": 844, "结": 845, "吐": 846, "船": 847, "孩": 848, "蚌": 849, "锋": 850, "皆": 851, "硼": 852, "错": 853, "县": 854, "畿": 855, "药": 856, "柳": 857, "蜜": 858, "米": 859, "秉": 860, "���": 861, "创": 862, "酸": 863, "驰": 864, "胶": 865, "赫": 866, "期": 867, "莲": 868, "浦": 869, "绥": 870, "贬": 871, "彰": 872, "闵": 873, "锐": 874, "砷": 875, "侵": 876, "熊": 877, "伸": 878, "分": 879, "漂": 880, "卡": 881, "届": 882, "陷": 883, "染": 884, "综": 885, "伴": 886, "検": 887, "闸": 888, "害": 889, "容": 890, "囊": 891, "薹": 892, "滕": 893, "鸠": 894, "股": 895, "厝": 896, "端": 897, "斑": 898, "芭": 899, "玩": 900, "佰": 901, "素": 902, "萎": 903, "辆": 904, "循": 905, "瘤": 906, "扯": 907, "平": 908, "幢": 909, "缔": 910, "谋": 911, "宜": 912, "蜴": 913, "显": 914, "接": 915, "狂": 916, "纵": 917, "腐": 918, "迁": 919, "樊": 920, "乘": 921, "羡": 922, "奏": 923, "氰": 924, "毗": 925, "叛": 926, "听": 927, "样": 928, "已": 929, "警": 930, "特": 931, "翟": 932, "垣": 933, "饭": 934, "档": 935, "鹏": 936, "肉": 937, "沟": 938, "祷": 939, "烨": 940, "掖": 941, "童": 942, "汞": 943, "戌": 944, "懿": 945, "贼": 946, "讷": 947, "垩": 948, "桥": 949, "浆": 950, "腱": 951, "钵": 952, "贷": 953, "兵": 954, "锅": 955, "以": 956, "梵": 957, "螟": 958, "弄": 959, "芋": 960, "在": 961, "靛": 962, "呈": 963, "地": 964, "负": 965, "腾": 966, "鮎": 967, "战": 968, "声": 969, "膳": 970, "柑": 971, "锻": 972, "遇": 973, "巴": 974, "图": 975, "桂": 976, "两": 977, "携": 978, "鲨": 979, "辑": 980, "焦": 981, "剖": 982, "翠": 983, "侃": 984, "骚": 985, "撞": 986, "赠": 987, "联": 988, "韬": 989, "胺": 990, "晓": 991, "骨": 992, "龟": 993, "鸻": 994, "曾": 995, "架": 996, "虚": 997, "芦": 998, "山": 999, "驻": 1000, "楚": 1001, "胆": 1002, "室": 1003, "淮": 1004, "改": 1005, "浊": 1006, "燕": 1007, "魁": 1008, "儒": 1009, "俳": 1010, "哀": 1011, "范": 1012, "潘": 1013, "墩": 1014, "董": 1015, "设": 1016, "戈": 1017, "防": 1018, "谕": 1019, "屿": 1020, "泌": 1021, "匡": 1022, "郡": 1023, "润": 1024, "量": 1025, "付": 1026, "俨": 1027, "陶": 1028, "夷": 1029, "画": 1030, "奚": 1031, "赖": 1032, "牲": 1033, "宋": 1034, "巷": 1035, "邱": 1036, "妓": 1037, "钕": 1038, "莆": 1039, "延": 1040, "还": 1041, "披": 1042, "离": 1043, "每": 1044, "妃": 1045, "亩": 1046, "黛": 1047, "耆": 1048, "省": 1049, "碲": 1050, "抄": 1051, "酶": 1052, "泗": 1053, "慰": 1054, "条": 1055, "校": 1056, "符": 1057, "飘": 1058, "卞": 1059, "鹳": 1060, "臣": 1061, "漳": 1062, "丈": 1063, "镶": 1064, "谢": 1065, "扩": 1066, "搜": 1067, "福": 1068, "恰": 1069, "蛄": 1070, "̌": 1071, "屏": 1072, "经": 1073, "匈": 1074, "哇": 1075, "雍": 1076, "僖": 1077, "赈": 1078, "菀": 1079, "杉": 1080, "祗": 1081, "卢": 1082, "荡": 1083, "神": 1084, "汇": 1085, "绳": 1086, "磲": 1087, "操": 1088, "雏": 1089, "屡": 1090, "蕊": 1091, "占": 1092, "与": 1093, "篇": 1094, "瑛": 1095, "忘": 1096, "台": 1097, "莓": 1098, "程": 1099, "颁": 1100, "扬": 1101, "锂": 1102, "秒": 1103, "存": 1104, "噜": 1105, "棕": 1106, "砌": 1107, "逍": 1108, "胜": 1109, "参": 1110, "䲟": 1111, "晃": 1112, "污": 1113, "宏": 1114, "佣": 1115, "浙": 1116, "脱": 1117, "比": 1118, "啶": 1119, "麟": 1120, "丙": 1121, "吴": 1122, "姐": 1123, "茧": 1124, "形": 1125, "钻": 1126, "傅": 1127, "相": 1128, "度": 1129, "笛": 1130, "本": 1131, "鸣": 1132, "惟": 1133, "臧": 1134, "埠": 1135, "朋": 1136, "严": 1137, "腥": 1138, "岑": 1139, "井": 1140, "幌": 1141, "削": 1142, "域": 1143, "挛": 1144, "鳄": 1145, "郎": 1146, "述": 1147, "练": 1148, "支": 1149, "步": 1150, "委": 1151, "波": 1152, "派": 1153, "蛭": 1154, "令": 1155, "矩": 1156, "虽": 1157, "吕": 1158, "聋": 1159, "词": 1160, "估": 1161, "谠": 1162, "慎": 1163, "助": 1164, "丫": 1165, "铟": 1166, "增": 1167, "克": 1168, "可": 1169, "伯": 1170, "绸": 1171, "誉": 1172, "栗": 1173, "牧": 1174, "数": 1175, "畔": 1176, "守": 1177, "凰": 1178, "魂": 1179, "恼": 1180, "蒲": 1181, "鉴": 1182, "捉": 1183, "从": 1184, "阜": 1185, "奥": 1186, "景": 1187, "等": 1188, "拮": 1189, "蓝": 1190, "肌": 1191, "立": 1192, "绡": 1193, "敞": 1194, "歉": 1195, "逢": 1196, "廖": 1197, "院": 1198, "眙": 1199, "汤": 1200, "逛": 1201, "刑": 1202, "像": 1203, "泵": 1204, "方": 1205, "亚": 1206, "炸": 1207, "积": 1208, "栅": 1209, "杆": 1210, "识": 1211, "厚": 1212, "抵": 1213, "沂": 1214, "拿": 1215, "果": 1216, "纶": 1217, "锯": 1218, "木": 1219, "矾": 1220, "欠": 1221, "Ｐ": 1222, "灼": 1223, "插": 1224, "廆": 1225, "直": 1226, "倒": 1227, "雕": 1228, "笙": 1229, "啄": 1230, "干": 1231, "里": 1232, "拔": 1233, "殷": 1234, "布": 1235, "顿": 1236, "决": 1237, "粗": 1238, "舌": 1239, "梯": 1240, "葛": 1241, "鼠": 1242, "儿": 1243, "钌": 1244, "满": 1245, "苹": 1246, "息": 1247, "配": 1248, "猫": 1249, "籽": 1250, "笼": 1251, "功": 1252, "仑": 1253, "醇": 1254, "鳍": 1255, "琦": 1256, "茱": 1257, "碍": 1258, "主": 1259, "查": 1260, "妨": 1261, "塾": 1262, "鄂": 1263, "蟹": 1264, "岷": 1265, "问": 1266, "岗": 1267, "摇": 1268, "惰": 1269, "那": 1270, "划": 1271, "媒": 1272, "砸": 1273, "宣": 1274, "硕": 1275, "悄": 1276, "岱": 1277, "祠": 1278, "姊": 1279, "责": 1280, "幼": 1281, "之": 1282, "马": 1283, "郦": 1284, "么": 1285, "真": 1286, "公": 1287, "羞": 1288, "镜": 1289, "斋": 1290, "飞": 1291, "楞": 1292, "垦": 1293, "庸": 1294, "蕴": 1295, "涡": 1296, "鳗": 1297, "折": 1298, "撰": 1299, "至": 1300, "贸": 1301, "澜": 1302, "窑": 1303, "讲": 1304, "疏": 1305, "谛": 1306, "导": 1307, "议": 1308, "拥": 1309, "圆": 1310, "吁": 1311, "傣": 1312, "前": 1313, "喷": 1314, "次": 1315, "造": 1316, "腓": 1317, "竹": 1318, "见": 1319, "荫": 1320, "箴": 1321, "蒿": 1322, "鲹": 1323, "软": 1324, "孤": 1325, "逝": 1326, "厨": 1327, "歙": 1328, "独": 1329, "沧": 1330, "熔": 1331, "尼": 1332, "柱": 1333, "黯": 1334, "恨": 1335, "诏": 1336, "沈": 1337, "猜": 1338, "治": 1339, "蛙": 1340, "感": 1341, "娶": 1342, "泪": 1343, "权": 1344, "汗": 1345, "聪": 1346, "妆": 1347, "冶": 1348, "旱": 1349, "据": 1350, "演": 1351, "送": 1352, "考": 1353, "邨": 1354, "阔": 1355, "镀": 1356, "烯": 1357, "麦": 1358, "棉": 1359, "花": 1360, "伞": 1361, "音": 1362, "玻": 1363, "洛": 1364, "取": 1365, "射": 1366, "份": 1367, "糙": 1368, "列": 1369, "裁": 1370, "莉": 1371, "拂": 1372, "约": 1373, "湘": 1374, "慢": 1375, "鸭": 1376, "辅": 1377, "忆": 1378, "整": 1379, "含": 1380, "回": 1381, "署": 1382, "毙": 1383, "酯": 1384, "迫": 1385, "替": 1386, "贤": 1387, "廷": 1388, "颜": 1389, "光": 1390, "洲": 1391, "轮": 1392, "滩": 1393, "狩": 1394, "犍": 1395, "薯": 1396, "斐": 1397, "收": 1398, "褒": 1399, "钦": 1400, "猩": 1401, "番": 1402, "睦": 1403, "纱": 1404, "赤": 1405, "灯": 1406, "坐": 1407, "裂": 1408, "孪": 1409, "挽": 1410, "昌": 1411, "陌": 1412, "劲": 1413, "系": 1414, "夹": 1415, "靳": 1416, "沉": 1417, "沆": 1418, "节": 1419, "诱": 1420, "晰": 1421, "唑": 1422, "标": 1423, "峡": 1424, "妊": 1425, "养": 1426, "森": 1427, "蛮": 1428, "镉": 1429, "丰": 1430, "摔": 1431, "士": 1432, "査": 1433, "疾": 1434, "潜": 1435, "戏": 1436, "打": 1437, "跋": 1438, "椭": 1439, "柏": 1440, "尿": 1441, "肖": 1442, "莴": 1443, "耗": 1444, "能": 1445, "濠": 1446, "廿": 1447, "爵": 1448, "暴": 1449, "技": 1450, "址": 1451, "孝": 1452, "勿": 1453, "忠": 1454, "位": 1455, "閒": 1456, "戴": 1457, "榆": 1458, "娟": 1459, "串": 1460, "鼩": 1461, "茛": 1462, "邸": 1463, "彼": 1464, "值": 1465, "界": 1466, "桓": 1467, "类": 1468, "踪": 1469, "桧": 1470, "库": 1471, "纺": 1472, "破": 1473, "乃": 1474, "亡": 1475, "旧": 1476, "赋": 1477, "瀚": 1478, "枯": 1479, "栖": 1480, "的": 1481, "縻": 1482, "重": 1483, "证": 1484, "票": 1485, "厦": 1486, "丞": 1487, "徐": 1488, "垒": 1489, "绝": 1490, "颗": 1491, "采": 1492, "何": 1493, "莘": 1494, "品": 1495, "忙": 1496, "沅": 1497, "修": 1498, "乌": 1499, "僚": 1500, "杯": 1501, "多": 1502, "勉": 1503, "崩": 1504, "酮": 1505, "研": 1506, "课": 1507, "饿": 1508, "鬼": 1509, "晨": 1510, "胭": 1511, "右": 1512, "但": 1513, "姿": 1514, "銮": 1515, "岐": 1516, "荼": 1517, "嫣": 1518, "筛": 1519, "或": 1520, "刀": 1521, "殃": 1522, "圾": 1523, "伙": 1524, "凉": 1525, "垄": 1526, "吾": 1527, "骂": 1528, "媳": 1529, "晕": 1530, "溪": 1531, "撒": 1532, "鑫": 1533, "郸": 1534, "澳": 1535, "摆": 1536, "羽": 1537, "餐": 1538, "要": 1539, "推": 1540, "蒟": 1541, "码": 1542, "李": 1543, "伉": 1544, "站": 1545, "尊": 1546, "刊": 1547, "竣": 1548, "沃": 1549, "向": 1550, "烃": 1551, "明": 1552, "渣": 1553, "棘": 1554, "坊": 1555, "喙": 1556, "丘": 1557, "鳅": 1558, "泣": 1559, "页": 1560, "鲁": 1561, "椎": 1562, "厄": 1563, "罢": 1564, "犹": 1565, "找": 1566, "谤": 1567, "谣": 1568, "却": 1569, "边": 1570, "日": 1571, "沼": 1572, "周": 1573, "河": 1574, "彝": 1575, "胰": 1576, "书": 1577, "热": 1578, "菲": 1579, "玄": 1580, "抗": 1581, "疫": 1582, "俩": 1583, "寇": 1584, "意": 1585, "阪": 1586, "弃": 1587, "群": 1588, "崇": 1589, "濮": 1590, "褶": 1591, "型": 1592, "孕": 1593, "践": 1594, "莎": 1595, "娃": 1596, "征": 1597, "党": 1598, "趾": 1599, "毕": 1600, "葬": 1601, "彩": 1602, "狭": 1603, "卖": 1604, "另": 1605, "钾": 1606, "停": 1607, "备": 1608, "扁": 1609, "率": 1610, "辨": 1611, "扮": 1612, "坂": 1613, "詹": 1614, "件": 1615, "墙": 1616, "语": 1617, "懂": 1618, "肃": 1619, "韩": 1620, "荔": 1621, "靼": 1622, "陨": 1623, "淳": 1624, "知": 1625, "臀": 1626, "纂": 1627, "必": 1628, "乙": 1629, "崎": 1630, "钢": 1631, "悼": 1632, "副": 1633, "棋": 1634, "革": 1635, "坎": 1636, "国": 1637, "倭": 1638, "葆": 1639, "亲": 1640, "批": 1641, "缅": 1642, "订": 1643, "资": 1644, "解": 1645, "吉": 1646, "滴": 1647, "人": 1648, "哨": 1649, "甄": 1650, "言": 1651, "仅": 1652, "她": 1653, "庙": 1654, "深": 1655, "肚": 1656, "湿": 1657, "丁": 1658, "丑": 1659, "羯": 1660, "菱": 1661, "钩": 1662, "镍": 1663, "碑": 1664, "利": 1665, "筹": 1666, "坝": 1667, "泊": 1668, "徙": 1669, "氯": 1670, "猪": 1671, "陪": 1672, "京": 1673, "盲": 1674, "闻": 1675, "寿": 1676, "纳": 1677, "梦": 1678, "梭": 1679, "伪": 1680, "诗": 1681, "屋": 1682, "泰": 1683, "抬": 1684, "选": 1685, "仿": 1686, "蔗": 1687, "灸": 1688, "尔": 1689, "廉": 1690, "盐": 1691, "祝": 1692, "检": 1693, "贪": 1694, "覃": 1695, "株": 1696, "冬": 1697, "泥": 1698, "尾": 1699, "难": 1700, "缕": 1701, "箭": 1702, "别": 1703, "磡": 1704, "遍": 1705, "挡": 1706, "限": 1707, "醉": 1708, "禾": 1709, "稣": 1710, "葡": 1711, "粤": 1712, "哄": 1713, "靠": 1714, "户": 1715, "籍": 1716, "阴": 1717, "恐": 1718, "雅": 1719, "闾": 1720, "椰": 1721, "盛": 1722, "密": 1723, "坠": 1724, "惊": 1725, "昨": 1726, "龄": 1727, "赚": 1728, "傲": 1729, "泳": 1730, "仙": 1731, "给": 1732, "旦": 1733, "发": 1734, "灿": 1735, "究": 1736, "叉": 1737, "邪": 1738, "培": 1739, "炮": 1740, "泡": 1741, "兽": 1742, "墨": 1743, "鹿": 1744, "甚": 1745, "举": 1746, "汴": 1747, "畸": 1748, "鲫": 1749, "焕": 1750, "厘": 1751, "伽": 1752, "膀": 1753, "足": 1754, "淄": 1755, "称": 1756, "劈": 1757, "珂": 1758, "褐": 1759, "肩": 1760, "韦": 1761, "头": 1762, "拓": 1763, "掩": 1764, "碧": 1765, "思": 1766, "壳": 1767, "芬": 1768, "尘": 1769, "哪": 1770, "碘": 1771, "伟": 1772, "铸": 1773, "敬": 1774, "枣": 1775, "洒": 1776, "歪": 1777, "朗": 1778, "作": 1779, "糕": 1780, "莒": 1781, "盆": 1782, "判": 1783, "讣": 1784, "池": 1785, "芳": 1786, "嗜": 1787, "奎": 1788, "补": 1789, "愈": 1790, "诉": 1791, "仪": 1792, "瑞": 1793, "传": 1794, "镰": 1795, "跆": 1796, "寨": 1797, "甜": 1798, "极": 1799, "嘲": 1800, "集": 1801, "驶": 1802, "铁": 1803, "卑": 1804, "厢": 1805, "鹃": 1806, "蜘": 1807, "菏": 1808, "埃": 1809, "粉": 1810, "促": 1811, "斗": 1812, "疮": 1813, "易": 1814, "加": 1815, "荐": 1816, "娠": 1817, "俊": 1818, "尽": 1819, "顾": 1820, "陵": 1821, "套": 1822, "损": 1823, "牺": 1824, "晋": 1825, "剂": 1826, "皿": 1827, "普": 1828, "危": 1829, "胎": 1830, "递": 1831, "褚": 1832, "燮": 1833, "散": 1834, "孢": 1835, "填": 1836, "楝": 1837, "滨": 1838, "绿": 1839, "并": 1840, "侦": 1841, "椅": 1842, "心": 1843, "佬": 1844, "念": 1845, "瑟": 1846, "源": 1847, "祈": 1848, "瓣": 1849, "变": 1850, "酥": 1851, "叩": 1852, "签": 1853, "亦": 1854, "赛": 1855, "顺": 1856, "拟": 1857, "析": 1858, "厌": 1859, "幡": 1860, "夭": 1861, "孔": 1862, "留": 1863, "映": 1864, "织": 1865, "隍": 1866, "总": 1867, "罂": 1868, "尺": 1869, "饶": 1870, "这": 1871, "凿": 1872, "骥": 1873, "铨": 1874, "灾": 1875, "今": 1876, "效": 1877, "油": 1878, "烧": 1879, "锈": 1880, "佚": 1881, "紊": 1882, "气": 1883, "莱": 1884, "怡": 1885, "刷": 1886, "蛸": 1887, "蔷": 1888, "夸": 1889, "汉": 1890, "威": 1891, "泛": 1892, "汽": 1893, "璃": 1894, "恢": 1895, "抖": 1896, "棍": 1897, "轩": 1898, "庶": 1899, "弧": 1900, "匹": 1901, "郑": 1902, "连": 1903, "溺": 1904, "久": 1905, "断": 1906, "藻": 1907, "康": 1908, "脖": 1909, "枢": 1910, "艇": 1911, "诽": 1912, "荦": 1913, "束": 1914, "板": 1915, "腻": 1916, "疑": 1917, "抢": 1918, "宁": 1919, "煌": 1920, "肇": 1921, "计": 1922, "格": 1923, "珍": 1924, "抛": 1925, "鲻": 1926, "馨": 1927, "沁": 1928, "帚": 1929, "刘": 1930, "韵": 1931, "刹": 1932, "咀": 1933, "盒": 1934, "误": 1935, "子": 1936, "没": 1937, "酬": 1938, "皇": 1939, "械": 1940, "圩": 1941, "舅": 1942, "越": 1943, "紧": 1944, "沛": 1945, "滚": 1946, "妈": 1947, "几": 1948, "卸": 1949, "蹶": 1950, "聊": 1951, "核": 1952, "庐": 1953, "始": 1954, "萨": 1955, "渠": 1956, "惧": 1957, "完": 1958, "又": 1959, "燥": 1960, "葵": 1961, "拒": 1962, "岁": 1963, "篮": 1964, "纪": 1965, "苈": 1966, "荛": 1967, "俣": 1968, "筷": 1969, "暂": 1970, "栩": 1971, "偲": 1972, "戒": 1973, "为": 1974, "伏": 1975, "猛": 1976, "桌": 1977, "动": 1978, "是": 1979, "茅": 1980, "饼": 1981, "长": 1982, "犷": 1983, "碱": 1984, "稚": 1985, "惩": 1986, "义": 1987, "拈": 1988, "挂": 1989, "蒋": 1990, "榄": 1991, "谴": 1992, "瓜": 1993, "劳": 1994, "谎": 1995, "琥": 1996, "吻": 1997, "机": 1998, "队": 1999, "矮": 2000, "淑": 2001, "框": 2002, "爆": 2003, "炼": 2004, "壤": 2005, "轨": 2006, "麾": 2007, "掌": 2008, "雀": 2009, "吊": 2010, "厕": 2011, "凹": 2012, "歌": 2013, "箕": 2014, "啸": 2015, "删": 2016, "橘": 2017, "毁": 2018, "播": 2019, "角": 2020, "贩": 2021, "黑": 2022, "电": 2023, "寮": 2024, "工": 2025, "尸": 2026, "戟": 2027, "堂": 2028, "转": 2029, "俱": 2030, "土": 2031, "入": 2032, "谊": 2033, "只": 2034, "苯": 2035, "坚": 2036, "蔺": 2037, "四": 2038, "釜": 2039, "屑": 2040, "蜂": 2041, "祭": 2042, "舒": 2043, "宠": 2044, "反": 2045, "跌": 2046, "续": 2047, "姓": 2048, "区": 2049, "患": 2050, "妇": 2051, "鞑": 2052, "窝": 2053, "柄": 2054, "氨": 2055, "望": 2056, "背": 2057, "六": 2058, "绪": 2059, "憩": 2060, "绣": 2061, "兄": 2062, "灵": 2063, "帐": 2064, "稍": 2065, "幂": 2066, "琢": 2067, "杠": 2068, "例": 2069, "奶": 2070, "玛": 2071, "蚬": 2072, "双": 2073, "芝": 2074, "蕃": 2075, "袓": 2076, "宛": 2077, "洗": 2078, "甲": 2079, "倡": 2080, "丽": 2081, "诃": 2082, "监": 2083, "韫": 2084, "祥": 2085, "羲": 2086, "昂": 2087, "涝": 2088, "捆": 2089, "蝠": 2090, "筒": 2091, "涛": 2092, "健": 2093, "鸽": 2094, "竭": 2095, "瞎": 2096, "铠": 2097, "炬": 2098, "许": 2099, "压": 2100, "焚": 2101, "浮": 2102, "冠": 2103, "迈": 2104, "典": 2105, "吏": 2106, "鼬": 2107, "企": 2108, "踢": 2109, "鼓": 2110, "胪": 2111, "止": 2112, "剩": 2113, "艺": 2114, "底": 2115, "众": 2116, "薛": 2117, "十": 2118, "雨": 2119, "城": 2120, "嵌": 2121, "星": 2122, "皋": 2123, "靖": 2124, "具": 2125, "务": 2126, "盖": 2127, "护": 2128, "塑": 2129, "物": 2130, "祋": 2131, "魅": 2132, "移": 2133, "寅": 2134, "句": 2135, "怀": 2136, "自": 2137, "弘": 2138, "狗": 2139, "说": 2140, "虞": 2141, "牻": 2142, "滇": 2143, "谟": 2144, "尤": 2145, "孖": 2146, "它": 2147, "芽": 2148, "祺": 2149, "略": 2150, "案": 2151, "茵": 2152, "硫": 2153, "未": 2154, "！": 2155, "酵": 2156, "癸": 2157, "梅": 2158, "牙": 2159, "闪": 2160, "毫": 2161, "胀": 2162, "鹉": 2163, "阕": 2164, "年": 2165, "岩": 2166, "祚": 2167, "莽": 2168, "瞬": 2169, "涯": 2170, "溞": 2171, "详": 2172, "轶": 2173, "七": 2174, "扫": 2175, "往": 2176, "鞭": 2177, "汀": 2178, "坜": 2179, "蘑": 2180, "白": 2181, "笔": 2182, "栾": 2183, "帕": 2184, "缘": 2185, "瓢": 2186, "萱": 2187, "箱": 2188, "漾": 2189, "元": 2190, "乏": 2191, "膦": 2192, "澄": 2193, "专": 2194, "预": 2195, "售": 2196, "扰": 2197, "矛": 2198, "羌": 2199, "讯": 2200, "侄": 2201, "芪": 2202, "强": 2203, "拾": 2204, "短": 2205, "蜊": 2206, "科": 2207, "告": 2208, "和": 2209, "凭": 2210, "毅": 2211, "裤": 2212, "啊": 2213, "清": 2214, "准": 2215, "西": 2216, "师": 2217, "朝": 2218, "按": 2219, "铉": 2220, "秘": 2221, "原": 2222, "甥": 2223, "沸": 2224, "私": 2225, "泮": 2226, "盈": 2227, "摸": 2228, "翡": 2229, "他": 2230, "諲": 2231, "点": 2232, "繁": 2233, "耐": 2234, "犯": 2235, "绽": 2236, "缀": 2237, "觑": 2238, "驸": 2239, "厥": 2240, "讽": 2241, "育": 2242, "晟": 2243, "窥": 2244, "瓶": 2245, "枝": 2246, "额": 2247, "呤": 2248, "菜": 2249, "狡": 2250, "遮": 2251, "南": 2252, "银": 2253, "甾": 2254, "缜": 2255, "欣": 2256, "返": 2257, "姻": 2258, "酱": 2259, "空": 2260, "厅": 2261, "困": 2262, "苍": 2263, "文": 2264, "疣": 2265, "妹": 2266, "剧": 2267, "佛": 2268, "谏": 2269, "稀": 2270, "辰": 2271, "惜": 2272, "违": 2273, "冰": 2274, "枚": 2275, "嘎": 2276, "田": 2277, "统": 2278, "谁": 2279, "秩": 2280, "处": 2281, "临": 2282, "敲": 2283, "江": 2284, "怒": 2285, "绍": 2286, "裕": 2287, "弼": 2288, "葫": 2289, "別": 2290, "辈": 2291, "樽": 2292, "谱": 2293, "适": 2294, "涩": 2295, "焰": 2296, "些": 2297, "酌": 2298, "琴": 2299, "穿": 2300, "翥": 2301, "呼": 2302, "幻": 2303, "暗": 2304, "虎": 2305, "活": 2306, "则": 2307, "跟": 2308, "兹": 2309, "伊": 2310, "淫": 2311, "蛇": 2312, "口": 2313, "购": 2314, "榖": 2315, "当": 2316, "锥": 2317, "病": 2318, "衍": 2319, "构": 2320, "络": 2321, "唾": 2322, "锁": 2323, "钙": 2324, "铳": 2325, "呢": 2326, "灌": 2327, "招": 2328, "兆": 2329, "旗": 2330, "廪": 2331, "夫": 2332, "毒": 2333, "距": 2334, "趋": 2335, "兔": 2336, "翔": 2337, "序": 2338, "墅": 2339, "匙": 2340, "力": 2341, "再": 2342, "疆": 2343, "氓": 2344, "狮": 2345, "职": 2346, "宪": 2347, "熬": 2348, "脑": 2349, "围": 2350, "栽": 2351, "丸": 2352, "时": 2353, "佑": 2354, "途": 2355, "圣": 2356, "函": 2357, "舶": 2358, "洁": 2359, "店": 2360, "萝": 2361, "躯": 2362, "截": 2363, "幸": 2364, "钟": 2365, "雪": 2366, "晖": 2367, "拱": 2368, "讳": 2369, "黎": 2370, "筐": 2371, "衡": 2372, "提": 2373, "怕": 2374, "休": 2375, "慨": 2376, "侮": 2377, "介": 2378, "蠕": 2379, "冕": 2380, "榴": 2381, "驭": 2382, "觐": 2383, "嫁": 2384, "苋": 2385, "辛": 2386, "腿": 2387, "全": 2388, "坏": 2389, "想": 2390, "嫩": 2391, "邻": 2392, "茎": 2393, "轴": 2394, "律": 2395, "崧": 2396, "血": 2397, "涨": 2398, "享": 2399, "狄": 2400, "匝": 2401, "瓦": 2402, "夕": 2403, "风": 2404, "杀": 2405, "乐": 2406, "朔": 2407, "海": 2408, "贵": 2409, "彧": 2410, "捣": 2411, "版": 2412, "烂": 2413, "骸": 2414, "桝": 2415, "遗": 2416, "嫔": 2417, "绒": 2418, "红": 2419, "嘟": 2420, "认": 2421, "敌": 2422, "崖": 2423, "苑": 2424, "差": 2425, "街": 2426, "鲸": 2427, "燃": 2428, "栃": 2429, "援": 2430, "祁": 2431, "臂": 2432, "吗": 2433, "窦": 2434, "晁": 2435, "控": 2436, "训": 2437, "蚜": 2438, "朕": 2439, "浏": 2440, "广": 2441, "释": 2442, "够": 2443, "佩": 2444, "烷": 2445, "府": 2446, "凌": 2447, "天": 2448, "障": 2449, "、": 2450, "融": 2451, "垂": 2452, "跃": 2453, "章": 2454, "甘": 2455, "隅": 2456, "莅": 2457, "堆": 2458, "曹": 2459, "役": 2460, "帮": 2461, "逃": 2462, "焮": 2463, "倪": 2464, "键": 2465, "濑": 2466, "起": 2467, "羟": 2468, "柬": 2469, "槐": 2470, "舰": 2471, "疼": 2472, "救": 2473, "否": 2474, "潭": 2475, "吧": 2476, "被": 2477, "近": 2478, "话": 2479, "努": 2480, "圭": 2481, "缪": 2482, "妖": 2483, "黏": 2484, "赐": 2485, "爬": 2486, "煎": 2487, "暑": 2488, "溢": 2489, "磷": 2490, "圜": 2491, "幕": 2492, "杭": 2493, "己": 2494, "写": 2495, "材": 2496, "洵": 2497, "伍": 2498, "环": 2499, "仗": 2500, "俘": 2501, "邮": 2502, "驹": 2503, "榈": 2504, "祀": 2505, "蚺": 2506, "脚": 2507, "雾": 2508, "湖": 2509, "进": 2510, "由": 2511, "巢": 2512, "酐": 2513, "农": 2514, "烽": 2515, "肤": 2516, "苣": 2517, "豫": 2518, "泼": 2519, "屈": 2520, "汾": 2521, "敦": 2522, "恩": 2523, "萼": 2524, "去": 2525, "赭": 2526, "鸦": 2527, "旁": 2528, "寄": 2529, "沔": 2530, "饲": 2531, "笋": 2532, "稷": 2533, "碟": 2534, "示": 2535, "录": 2536, "响": 2537, "扉": 2538, "荀": 2539, "堇": 2540, "员": 2541, "姑": 2542, "竈": 2543, "朱": 2544, "坟": 2545, "免": 2546, "鼱": 2547, "致": 2548, "级": 2549, "婿": 2550, "豚": 2551, "阱": 2552, "纭": 2553, "后": 2554, "珊": 2555, "肾": 2556, "开": 2557, "扇": 2558, "买": 2559, "汪": 2560, "曜": 2561, "螺": 2562, "超": 2563, "酒": 2564, "蝶": 2565, "犀": 2566, "迅": 2567, "激": 2568, "硬": 2569, "祯": 2570, "阻": 2571, "策": 2572, "体": 2573, "瑙": 2574, "除": 2575, "氏": 2576, "宇": 2577, "奈": 2578, "册": 2579, "驱": 2580, "孵": 2581, "常": 2582, "煤": 2583, "会": 2584, "橡": 2585, "乳": 2586, "故": 2587, "得": 2588, "淞": 2589, "细": 2590, "槽": 2591, "榨": 2592, "缩": 2593, "观": 2594, "象": 2595, "羊": 2596, "ㄟ": 2597, "央": 2598, "司": 2599, "栓": 2600, "生": 2601, "圪": 2602, "莹": 2603, "缸": 2604, "境": 2605, "妻": 2606, "输": 2607, "帜": 2608, "脓": 2609, "募": 2610, "胸": 2611, "穆": 2612, "智": 2613, "排": 2614, "默": 2615, "营": 2616, "糟": 2617, "某": 2618, "巧": 2619, "老": 2620, "仇": 2621, "川": 2622, "出": 2623, "颌": 2624, "固": 2625, "竖": 2626, "跳": 2627, "梗": 2628, "卷": 2629, "龙": 2630, "崛": 2631, "美": 2632, "验": 2633, "业": 2634, "藜": 2635, "滋": 2636, "席": 2637, "赣": 2638, "武": 2639, "伤": 2640, "琳": 2641, "柩": 2642, "卜": 2643, "闰": 2644, "印": 2645, "侧": 2646, "春": 2647, "辉": 2648, "冈": 2649, "崔": 2650, "求": 2651, "市": 2652, "欧": 2653, "献": 2654, "鳕": 2655, "鹦": 2656, "涪": 2657, "精": 2658, "哭": 2659, "朵": 2660, "突": 2661, "茨": 2662, "彻": 2663, "兖": 2664, "踏": 2665, "涉": 2666, "铼": 2667, "壁": 2668, "肋": 2669, "乎": 2670, "腊": 2671, "亥": 2672, "驳": 2673, "糖": 2674, "家": 2675, "匕": 2676, "陆": 2677, "虏": 2678, "菇": 2679, "昭": 2680, "蔓": 2681, "尖": 2682, "叻": 2683, "谨": 2684, "兰": 2685, "岬": 2686, "帆": 2687, "扔": 2688, "华": 2689, "宰": 2690, "柴": 2691, "殿": 2692, "事": 2693, "／": 2694, "谦": 2695, "掛": 2696, "楼": 2697, "晏": 2698, "慈": 2699, "侠": 2700, "矣": 2701, "住": 2702, "志": 2703, "珠": 2704, "迪": 2705, "庄": 2706, "晚": 2707, "手": 2708, "珐": 2709, "萄": 2710, "黔": 2711, "淀": 2712, "丛": 2713, "让": 2714, "菝": 2715, "曼": 2716, "钱": 2717, "蛾": 2718, "津": 2719, "彭": 2720, "亮": 2721, "萸": 2722, "壮": 2723, "奋": 2724, "纹": 2725, "销": 2726, "钲": 2727, "坦": 2728, "昼": 2729, "諡": 2730, "社": 2731, "法": 2732, "娄": 2733, "敢": 2734, "芒": 2735, "刺": 2736, "莫": 2737, "坛": 2738, "赟": 2739, "非": 2740, "淡": 2741, "道": 2742, "膝": 2743, "眠": 2744, "香": 2745, "岳": 2746, "慌": 2747, "玖": 2748, "什": 2749, "柯": 2750, "借": 2751, "废": 2752, "此": 2753, "篷": 2754, "霍": 2755, "鼎": 2756, "摩": 2757, "早": 2758, "建": 2759, "陇": 2760, "喜": 2761, "弓": 2762, "塞": 2763, "祖": 2764, "历": 2765, "申": 2766, "扈": 2767, "埕": 2768, "辇": 2769, "砗": 2770, "笠": 2771, "座": 2772, "味": 2773, "桃": 2774, "托": 2775, "维": 2776, "季": 2777, "稠": 2778, "孟": 2779, "膑": 2780, "英": 2781, "禧": 2782, "娣": 2783, "料": 2784, "腰": 2785, "吹": 2786, "诸": 2787, "刻": 2788, "其": 2789, "石": 2790, "捐": 2791, "过": 2792, "腹": 2793, "氦": 2794, "如": 2795, "醒": 2796, "哲": 2797, "择": 2798, "埔": 2799, "邓": 2800, "渡": 2801, "描": 2802, "奘": 2803, "绯": 2804, "暖": 2805, "皱": 2806, "阵": 2807, "蔡": 2808, "做": 2809, "剿": 2810, "盘": 2811, "押": 2812, "捷": 2813, "舍": 2814, "沌": 2815, "橙": 2816, "秆": 2817, "儋": 2818, "仔": 2819, "货": 2820, "斧": 2821, "器": 2822, "将": 2823, "持": 2824, "沙": 2825, "坑": 2826, "觅": 2827, "聘": 2828, "镖": 2829, "唯": 2830, "运": 2831, "青": 2832, "辖": 2833, "秋": 2834, "胁": 2835, "更": 2836, "喝": 2837, "均": 2838, "媲": 2839, "戎": 2840, "���": 2841, "横": 2842, "芩": 2843, "召": 2844, "彬": 2845, "弈": 2846, "纻": 2847, "爱": 2848, "盗": 2849, "既": 2850, "矗": 2851, "拳": 2852, "模": 2853, "砾": 2854, "末": 2855, "蛛": 2856, "碎": 2857, "游": 2858, "灰": 2859, "壸": 2860, "笑": 2861, "膜": 2862, "款": 2863, "逮": 2864, "宕": 2865, "藓": 2866, "苗": 2867, "徒": 2868, "待": 2869, "球": 2870, "复": 2871, "纷": 2872, "块": 2873, "慷": 2874, "虾": 2875, "张": 2876, "予": 2877, "悬": 2878, "宫": 2879, "内": 2880, "叭": 2881, "叶": 2882, "昙": 2883, "凯": 2884, "贾": 2885, "檐": 2886, "罪": 2887, "月": 2888, "房": 2889, "雷": 2890, "兀": 2891, "宝": 2892, "铀": 2893, "径": 2894, "悲": 2895, "候": 2896, "炽": 2897, "铅": 2898, "封": 2899, "乡": 2900, "终": 2901, "歧": 2902, "赦": 2903, "基": 2904, "幽": 2905, "栏": 2906, "妮": 2907, "菁": 2908, "怎": 2909, "檗": 2910, "换": 2911, "沪": 2912, "猎": 2913, "塌": 2914, "世": 2915, "骷": 2916, "耳": 2917, "上": 2918, "筑": 2919, "柔": 2920, "习": 2921, "不": 2922, "潞": 2923, "中": 2924, "尚": 2925, "孙": 2926, "虑": 2927, "匪": 2928, "锚": 2929, "岛": 2930, "性": 2931, "同": 2932, "三": 2933, "碰": 2934, "港": 2935, "颤": 2936, "聿": 2937, "授": 2938, "博": 2939, "纽": 2940, "汐": 2941, "温": 2942, "捩": 2943, "悉": 2944, "鲍": 2945, "鳌": 2946, "把": 2947, "薇": 2948, "畴": 2949, "翰": 2950, "拍": 2951, "佳": 2952, "附": 2953, "庚": 2954, "外": 2955, "耀": 2956, "咸": 2957, "仆": 2958, "遵": 2959, "萌": 2960, "成": 2961, "爸": 2962, "迦": 2963, "绰": 2964, "姜": 2965, "嘴": 2966, "税": 2967, "粒": 2968, "艳": 2969, "调": 2970, "粘": 2971, "沽": 2972, "缺": 2973, "瘦": 2974, "炎": 2975, "看": 2976, "卵": 2977, "舄": 2978, "保": 2979, "叔": 2980, "芮": 2981, "枪": 2982, "峙": 2983, "坪": 2984, "圈": 2985, "来": 2986, "庆": 2987, "夏": 2988, "偿": 2989, "睢": 2990, "讚": 2991, "即": 2992, "勤": 2993, "击": 2994, "履": 2995, "镛": 2996, "蓬": 2997, "试": 2998, "廓": 2999, "帧": 3000, "鸟": 3001, "症": 3002, "班": 3003, "恭": 3004, "妥": 3005, "阿": 3006, "们": 3007, "壬": 3008, "冲": 3009, "麻": 3010, "懋": 3011, "单": 3012, "供": 3013, "帅": 3014, "凡": 3015, "苦": 3016, "绵": 3017, "乍": 3018, "侨": 3019, "谭": 3020, "杂": 3021, "巳": 3022, "勍": 3023, "窟": 3024, "箩": 3025, "局": 3026, "阀": 3027, "灭": 3028, "者": 3029, "线": 3030, "而": 3031, "厍": 3032, "盼": 3033, "沫": 3034, "帽": 3035, "索": 3036, "旺": 3037, "蓄": 3038, "编": 3039, "塔": 3040, "棺": 3041, "妳": 3042, "富": 3043, "赶": 3044, "刈": 3045, "失": 3046, "宿": 3047, "贝": 3048, "荨": 3049, "我": 3050, "雉": 3051, "侍": 3052, "烦": 3053, "仕": 3054, "蛹": 3055, "乾": 3056, "五": 3057, "蓼": 3058, "潮": 3059, "喀": 3060, "峨": 3061, "辕": 3062, "穴": 3063, "冻": 3064, "稳": 3065, "旨": 3066, "煮": 3067, "蹄": 3068, "高": 3069, "阶": 3070, "蝉": 3071, "捏": 3072, "网": 3073, "馆": 3074, "算": 3075, "佥": 3076, "捕": 3077, "跑": 3078, "荆": 3079, "彦": 3080, "擢": 3081, "抹": 3082, "埋": 3083, "万": 3084, "艘": 3085, "鸿": 3086, "簇": 3087, "偏": 3088, "皖": 3089, "卯": 3090, "襄": 3091, "棚": 3092, "哥": 3093, "门": 3094, "随": 3095, "色": 3096, "伐": 3097, "鲷": 3098, "场": 3099, "稿": 3100, "擅": 3101, "腭": 3102, "于": 3103, "般": 3104, "医": 3105, "缇": 3106, "有": 3107, "谒": 3108, "榜": 3109, "喉": 3110, "悖": 3111, "哉": 3112, "豹": 3113, "琰": 3114, "互": 3115, "焉": 3116, "依": 3117, "屠": 3118, "千": 3119, "嗣": 3120, "余": 3121, "客": 3122, "及": 3123, "测": 3124, "梁": 3125, "肥": 3126, "墓": 3127, "咬": 3128, "俯": 3129, "辟": 3130, "撤": 3131, "食": 3132, "冯": 3133, "筱": 3134, "蒂": 3135, "指": 3136, "掠": 3137, "猴": 3138, "定": 3139, "左": 3140, "柜": 3141, "荸": 3142, "堪": 3143, "渝": 3144, "抚": 3145, "貌": 3146, "叠": 3147, "二": 3148, "榉": 3149, "水": 3150, "震": 3151, "鹰": 3152, "洙": 3153, "概": 3154, "侯": 3155, "寒": 3156, "萤": 3157, "榕": 3158, "洪": 3159, "抽": 3160, "督": 3161, "蝙": 3162, "希": 3163, "浔": 3164, "珀": 3165, "化": 3166, "夥": 3167, "恒": 3168, "赵": 3169, "雁": 3170, "蕨": 3171, "鞍": 3172, "奴": 3173, "袜": 3174, "溃": 3175, "鞋": 3176, "漩": 3177, "菠": 3178, "翊": 3179, "脂": 3180, "杨": 3181, "似": 3182, "酷": 3183, "迷": 3184, "巡": 3185, "杜": 3186, "陈": 3187, "逊": 3188, "沾": 3189, "谷": 3190, "盱": 3191, "层": 3192, "礼": 3193, "踊": 3194, "慕": 3195, "虫": 3196, "质": 3197, "愉": 3198, "藩": 3199, "狱": 3200, "优": 3201, "抑": 3202, "脸": 3203, "铭": 3204, "坞": 3205, "羁": 3206, "脏": 3207, "林": 3208, "逐": 3209, "宾": 3210, "：": 3211, "逸": 3212, "袋": 3213, "庭": 3214, "狼": 3215, "带": 3216, "轻": 3217, "哺": 3218, "敷": 3219, "读": 3220, "萧": 3221, "览": 3222, "受": 3223, "式": 3224, "啰": 3225, "芙": 3226, "败": 3227, "虹": 3228, "九": 3229, "急": 3230, "巨": 3231, "盔": 3232, "；": 3233, "间": 3234, "浪": 3235, "实": 3236, "準": 3237, "悠": 3238, "魏": 3239, "微": 3240, "梨": 3241, "禹": 3242, "露": 3243, "居": 3244, "净": 3245, "灶": 3246, "爽": 3247, "一": 3248, "云": 3249, "裔": 3250, "亭": 3251, "卉": 3252, "到": 3253, "涅": 3254, "阮": 3255, "引": 3256, "扎": 3257, "尹": 3258, "雇": 3259, "垃": 3260, "酚": 3261, "对": 3262, "御": 3263, "饱": 3264, "剑": 3265, "勘": 3266, "甸": 3267, "蛎": 3268, "楸": 3269, "快": 3270, "袖": 3271, "奉": 3272, "勇": 3273, "辽": 3274, "怪": 3275, "葱": 3276, "迹": 3277, "著": 3278, "倘": 3279, "禄": 3280, "振": 3281, "氢": 3282, "信": 3283, "歼": 3284, "简": 3285, "况": 3286, "梢": 3287, "寺": 3288, "犁": 3289, "拯": 3290, "财": 3291}