Hugging Face's logo

OpenVoiceOS
/
parakeet-rnnt-1.1b-coreml-4bit

Automatic Speech Recognition
Core ML
NeMo
English
coremltools
asr
speech
parakeet
nvidia
4bit-palettize-kmeans
Model card Files
xet
 Community
Jarbas commited on
Commit
269fcfe
·
verified ·
1 Parent(s): 7ee2bb3

Upload folder using huggingface_hub

Browse files
Files changed (13) hide show
  1. README.md +59 -0
  2. metadata.json +113 -0
  3. parakeet_decoder.mlpackage/Data/com.apple.CoreML/model.mlmodel +3 -0
  4. parakeet_decoder.mlpackage/Data/com.apple.CoreML/weights/weight.bin +3 -0
  5. parakeet_decoder.mlpackage/Manifest.json +18 -0
  6. parakeet_joint_decision_single_step.mlpackage/Data/com.apple.CoreML/model.mlmodel +3 -0
  7. parakeet_joint_decision_single_step.mlpackage/Data/com.apple.CoreML/weights/weight.bin +3 -0
  8. parakeet_joint_decision_single_step.mlpackage/Manifest.json +18 -0
  9. parakeet_mel_encoder.mlpackage/Data/com.apple.CoreML/model.mlmodel +3 -0
  10. parakeet_mel_encoder.mlpackage/Data/com.apple.CoreML/weights/weight.bin +3 -0
  11. parakeet_mel_encoder.mlpackage/Manifest.json +18 -0
  12. quantization_summary.json +17 -0
  13. vocab.json +1026 -0
README.md ADDED
@@ -0,0 +1,59 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: cc-by-4.0
3
+ language:
4
+ - en
5
+ tags:
6
+ - asr
7
+ - speech
8
+ - coreml
9
+ - nemo
10
+ - parakeet
11
+ - nvidia
12
+ - 4bit-palettize-kmeans
13
+ library_name: coremltools
14
+ pipeline_tag: automatic-speech-recognition
15
+ base_model: nvidia/parakeet-rnnt-1.1b
16
+ ---
17
+
18
+ # parakeet-rnnt-1.1b-coreml-4bit
19
+
20
+ CoreML conversion of [nvidia/parakeet-rnnt-1.1b](https://huggingface.co/nvidia/parakeet-rnnt-1.1b) — 4BIT PALETTIZE KMEANS quantized.
21
+
22
+ | | |
23
+ |---|---|
24
+ | **Architecture** | RNNT |
25
+ | **Language** | English |
26
+ | **Sample rate** | 16000 Hz |
27
+ | **Max audio** | 15.0s |
28
+ | **Vocab size** | 1024 |
29
+ | **Framework** | NVIDIA NeMo → CoreML (coremltools) |
30
+
31
+ ## Components
32
+
33
+ | File | Component | Best compute |
34
+ |------|-----------|--------------|
35
+ | `parakeet_mel_encoder.mlpackage` | mel_encoder | ANE / GPU |
36
+ | `parakeet_decoder.mlpackage` | decoder | CPU only |
37
+ | `parakeet_joint_decision_single_step.mlpackage` | joint_decision_single_step | ANE / GPU |
38
+
39
+ ## Usage
40
+
41
+ ```bash
42
+ pip install ovos-stt-plugin-coreml
43
+ ```
44
+
45
+ ```python
46
+ from ovos_stt_plugin_coreml import CoremlSTT
47
+ from ovos_plugin_manager.utils.audio import AudioFile
48
+
49
+ stt = CoremlSTT(config={"metadata": "metadata.json"})
50
+
51
+ with AudioFile("speech.wav") as f:
52
+ audio = f.read()
53
+ print(stt.execute(audio))
54
+ ```
55
+
56
+ ## Source model
57
+
58
+ [nvidia/parakeet-rnnt-1.1b](https://huggingface.co/nvidia/parakeet-rnnt-1.1b)
59
+
metadata.json ADDED
@@ -0,0 +1,113 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "model_id": "nvidia/parakeet-rnnt-1.1b",
3
+ "model_type": "parakeet_rnnt",
4
+ "language": "",
5
+ "sample_rate": 16000,
6
+ "max_audio_seconds": 15.0,
7
+ "max_audio_samples": 240000,
8
+ "vocab_size": 1024,
9
+ "blank_id": 1024,
10
+ "checkpoint": {
11
+ "type": "pretrained",
12
+ "model_id": "nvidia/parakeet-rnnt-1.1b"
13
+ },
14
+ "coreml": {
15
+ "compute_precision": "FLOAT32",
16
+ "quantization": "4bit_palettize_kmeans"
17
+ },
18
+ "components": {
19
+ "mel_encoder": {
20
+ "path": "parakeet_mel_encoder.mlpackage",
21
+ "inputs": {
22
+ "audio_signal": [
23
+ 1,
24
+ 240000
25
+ ],
26
+ "audio_length": [
27
+ 1
28
+ ]
29
+ },
30
+ "outputs": {
31
+ "encoder": [
32
+ 1,
33
+ 1024,
34
+ 188
35
+ ],
36
+ "encoder_length": [
37
+ 1
38
+ ]
39
+ }
40
+ },
41
+ "decoder": {
42
+ "path": "parakeet_decoder.mlpackage",
43
+ "inputs": {
44
+ "targets": [
45
+ 1,
46
+ 1
47
+ ],
48
+ "target_length": [
49
+ 1
50
+ ],
51
+ "h_in": [
52
+ 2,
53
+ 1,
54
+ 640
55
+ ],
56
+ "c_in": [
57
+ 2,
58
+ 1,
59
+ 640
60
+ ]
61
+ },
62
+ "outputs": {
63
+ "decoder": [
64
+ 1,
65
+ 640,
66
+ 1
67
+ ],
68
+ "h_out": [
69
+ 2,
70
+ 1,
71
+ 640
72
+ ],
73
+ "c_out": [
74
+ 2,
75
+ 1,
76
+ 640
77
+ ]
78
+ }
79
+ },
80
+ "joint_decision_single_step": {
81
+ "path": "parakeet_joint_decision_single_step.mlpackage",
82
+ "inputs": {
83
+ "encoder_step": [
84
+ 1,
85
+ 1024,
86
+ 1
87
+ ],
88
+ "decoder_step": [
89
+ 1,
90
+ 640,
91
+ 1
92
+ ]
93
+ },
94
+ "outputs": {
95
+ "token_id": [
96
+ 1,
97
+ 1,
98
+ 1
99
+ ],
100
+ "token_prob": [
101
+ 1,
102
+ 1,
103
+ 1
104
+ ],
105
+ "duration": [
106
+ 1,
107
+ 1,
108
+ 1
109
+ ]
110
+ }
111
+ }
112
+ }
113
+ }
parakeet_decoder.mlpackage/Data/com.apple.CoreML/model.mlmodel ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:026577f9f8521439b907a2f82f5614f2b6e7ea25428c05e0fc1a83a55075b3a7
3
+ size 13053
parakeet_decoder.mlpackage/Data/com.apple.CoreML/weights/weight.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b96bf2c805fd3d1bd8ccecfccd97e1146b3997523c5d33ca4a8d4cbf30644ae0
3
+ size 3616192
parakeet_decoder.mlpackage/Manifest.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "fileFormatVersion": "1.0.0",
3
+ "itemInfoEntries": {
4
+ "567E5868-B729-43C7-AECB-0B0FCCD0C804": {
5
+ "author": "com.apple.CoreML",
6
+ "description": "CoreML Model Specification",
7
+ "name": "model.mlmodel",
8
+ "path": "com.apple.CoreML/model.mlmodel"
9
+ },
10
+ "D2B616FA-B805-4CF1-9938-8EE1F7A453FD": {
11
+ "author": "com.apple.CoreML",
12
+ "description": "CoreML Model Weights",
13
+ "name": "weights",
14
+ "path": "com.apple.CoreML/weights"
15
+ }
16
+ },
17
+ "rootModelIdentifier": "567E5868-B729-43C7-AECB-0B0FCCD0C804"
18
+ }
parakeet_joint_decision_single_step.mlpackage/Data/com.apple.CoreML/model.mlmodel ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fbfd8a13e2507f16dc837dc0b30d67bab65d463ecb2df9a7d8d2374bd335cc45
3
+ size 7258
parakeet_joint_decision_single_step.mlpackage/Data/com.apple.CoreML/weights/weight.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a07adce120eeffc1b38ff9f9f2ac047796baa33512750d6c94cf6528c820494e
3
+ size 865922
parakeet_joint_decision_single_step.mlpackage/Manifest.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "fileFormatVersion": "1.0.0",
3
+ "itemInfoEntries": {
4
+ "6C33BA6E-44DF-4C53-8566-EF8281C5B723": {
5
+ "author": "com.apple.CoreML",
6
+ "description": "CoreML Model Weights",
7
+ "name": "weights",
8
+ "path": "com.apple.CoreML/weights"
9
+ },
10
+ "8D080763-E435-4DCD-89F1-9F63D0EA17C8": {
11
+ "author": "com.apple.CoreML",
12
+ "description": "CoreML Model Specification",
13
+ "name": "model.mlmodel",
14
+ "path": "com.apple.CoreML/model.mlmodel"
15
+ }
16
+ },
17
+ "rootModelIdentifier": "8D080763-E435-4DCD-89F1-9F63D0EA17C8"
18
+ }
parakeet_mel_encoder.mlpackage/Data/com.apple.CoreML/model.mlmodel ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e502190eb6a282396f0c43e418eb3ba8b04e932fab10f8be60afc5556521ff7c
3
+ size 1279754
parakeet_mel_encoder.mlpackage/Data/com.apple.CoreML/weights/weight.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:349148345c114da36675301517815e22522f3b7fd2102c257cf8798199398524
3
+ size 519047488
parakeet_mel_encoder.mlpackage/Manifest.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "fileFormatVersion": "1.0.0",
3
+ "itemInfoEntries": {
4
+ "4BC0DA4B-4250-4E10-9726-01589696DB36": {
5
+ "author": "com.apple.CoreML",
6
+ "description": "CoreML Model Weights",
7
+ "name": "weights",
8
+ "path": "com.apple.CoreML/weights"
9
+ },
10
+ "B63EB735-2DA2-41CF-9A10-018858087DEC": {
11
+ "author": "com.apple.CoreML",
12
+ "description": "CoreML Model Specification",
13
+ "name": "model.mlmodel",
14
+ "path": "com.apple.CoreML/model.mlmodel"
15
+ }
16
+ },
17
+ "rootModelIdentifier": "B63EB735-2DA2-41CF-9A10-018858087DEC"
18
+ }
quantization_summary.json ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "parakeet_decoder": {
3
+ "original_mb": 13.8,
4
+ "4bit_mb": 3.5,
5
+ "compression": 3.98
6
+ },
7
+ "parakeet_joint_decision_single_step": {
8
+ "original_mb": 3.3,
9
+ "4bit_mb": 0.8,
10
+ "compression": 3.95
11
+ },
12
+ "parakeet_mel_encoder": {
13
+ "original_mb": 1973.2,
14
+ "4bit_mb": 496.2,
15
+ "compression": 3.98
16
+ }
17
+ }
vocab.json ADDED
@@ -0,0 +1,1026 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ "<unk>",
3
+ "▁t",
4
+ "▁th",
5
+ "▁a",
6
+ "▁i",
7
+ "▁the",
8
+ "re",
9
+ "▁w",
10
+ "▁s",
11
+ "▁o",
12
+ "in",
13
+ "at",
14
+ "er",
15
+ "ou",
16
+ "nd",
17
+ "▁c",
18
+ "▁b",
19
+ "▁h",
20
+ "on",
21
+ "▁m",
22
+ "▁f",
23
+ "ing",
24
+ "▁to",
25
+ "en",
26
+ "▁p",
27
+ "▁and",
28
+ "▁d",
29
+ "es",
30
+ "or",
31
+ "an",
32
+ "ll",
33
+ "▁y",
34
+ "▁l",
35
+ "ed",
36
+ "▁of",
37
+ "▁in",
38
+ "it",
39
+ "is",
40
+ "▁you",
41
+ "▁that",
42
+ "ar",
43
+ "▁g",
44
+ "▁n",
45
+ "as",
46
+ "om",
47
+ "▁it",
48
+ "ic",
49
+ "ve",
50
+ "▁e",
51
+ "▁wh",
52
+ "▁be",
53
+ "us",
54
+ "le",
55
+ "al",
56
+ "ion",
57
+ "ow",
58
+ "▁we",
59
+ "▁re",
60
+ "▁is",
61
+ "ut",
62
+ "ot",
63
+ "ent",
64
+ "▁on",
65
+ "et",
66
+ "▁ha",
67
+ "ay",
68
+ "ct",
69
+ "▁he",
70
+ "id",
71
+ "▁for",
72
+ "▁st",
73
+ "ver",
74
+ "ly",
75
+ "ro",
76
+ "ig",
77
+ "▁so",
78
+ "ld",
79
+ "▁this",
80
+ "ke",
81
+ "▁u",
82
+ "se",
83
+ "all",
84
+ "st",
85
+ "ur",
86
+ "ce",
87
+ "ch",
88
+ "im",
89
+ "ith",
90
+ "▁as",
91
+ "▁k",
92
+ "▁an",
93
+ "▁was",
94
+ "▁j",
95
+ "▁with",
96
+ "ir",
97
+ "▁go",
98
+ "ra",
99
+ "▁do",
100
+ "▁have",
101
+ "▁li",
102
+ "▁sh",
103
+ "▁se",
104
+ "▁they",
105
+ "▁are",
106
+ "am",
107
+ "ht",
108
+ "▁but",
109
+ "ation",
110
+ "▁not",
111
+ "th",
112
+ "▁r",
113
+ "ally",
114
+ "ad",
115
+ "ust",
116
+ "▁or",
117
+ "▁com",
118
+ "ould",
119
+ "▁can",
120
+ "ill",
121
+ "▁ne",
122
+ "ight",
123
+ "▁ch",
124
+ "▁de",
125
+ "▁con",
126
+ "▁at",
127
+ "▁mo",
128
+ "ant",
129
+ "oo",
130
+ "il",
131
+ "▁me",
132
+ "▁what",
133
+ "▁there",
134
+ "ter",
135
+ "pe",
136
+ "▁ab",
137
+ "▁su",
138
+ "ere",
139
+ "ck",
140
+ "▁pro",
141
+ "▁al",
142
+ "▁fr",
143
+ "▁kn",
144
+ "▁all",
145
+ "ers",
146
+ "▁like",
147
+ "ge",
148
+ "▁ex",
149
+ "▁som",
150
+ "ul",
151
+ "▁your",
152
+ "▁v",
153
+ "pp",
154
+ "use",
155
+ "▁if",
156
+ "ess",
157
+ "ate",
158
+ "est",
159
+ "▁know",
160
+ "out",
161
+ "if",
162
+ "▁just",
163
+ "ment",
164
+ "qu",
165
+ "op",
166
+ "ain",
167
+ "▁one",
168
+ "ol",
169
+ "ri",
170
+ "art",
171
+ "very",
172
+ "▁wor",
173
+ "ive",
174
+ "ist",
175
+ "▁my",
176
+ "nt",
177
+ "ab",
178
+ "▁from",
179
+ "ort",
180
+ "▁ma",
181
+ "▁about",
182
+ "res",
183
+ "ity",
184
+ "▁out",
185
+ "▁bec",
186
+ "▁le",
187
+ "our",
188
+ "od",
189
+ "and",
190
+ "ink",
191
+ "ie",
192
+ "▁up",
193
+ "ind",
194
+ "os",
195
+ "un",
196
+ "ause",
197
+ "oug",
198
+ "um",
199
+ "▁some",
200
+ "▁int",
201
+ "▁by",
202
+ "▁pl",
203
+ "▁get",
204
+ "el",
205
+ "ard",
206
+ "▁when",
207
+ "▁don",
208
+ "her",
209
+ "▁will",
210
+ "▁us",
211
+ "▁would",
212
+ "ook",
213
+ "ies",
214
+ "ich",
215
+ "▁because",
216
+ "▁think",
217
+ "em",
218
+ "▁pe",
219
+ "▁his",
220
+ "ack",
221
+ "▁then",
222
+ "▁our",
223
+ "ide",
224
+ "▁tim",
225
+ "▁how",
226
+ "ven",
227
+ "▁tr",
228
+ "▁who",
229
+ "▁them",
230
+ "ure",
231
+ "▁ar",
232
+ "▁ye",
233
+ "▁more",
234
+ "▁going",
235
+ "ect",
236
+ "▁sa",
237
+ "▁cl",
238
+ "▁had",
239
+ "▁now",
240
+ "▁which",
241
+ "▁here",
242
+ "ous",
243
+ "▁their",
244
+ "▁tw",
245
+ "so",
246
+ "▁has",
247
+ "ud",
248
+ "▁co",
249
+ "▁ta",
250
+ "ound",
251
+ "▁were",
252
+ "ast",
253
+ "▁peop",
254
+ "ough",
255
+ "▁no",
256
+ "▁really",
257
+ "▁any",
258
+ "▁people",
259
+ "▁want",
260
+ "▁she",
261
+ "▁en",
262
+ "▁fa",
263
+ "▁te",
264
+ "ame",
265
+ "ine",
266
+ "▁qu",
267
+ "red",
268
+ "▁im",
269
+ "▁right",
270
+ "ther",
271
+ "▁act",
272
+ "▁thing",
273
+ "king",
274
+ "ose",
275
+ "▁ad",
276
+ "▁see",
277
+ "▁time",
278
+ "▁these",
279
+ "ci",
280
+ "one",
281
+ "▁say",
282
+ "▁also",
283
+ "▁fe",
284
+ "per",
285
+ "▁ag",
286
+ "▁man",
287
+ "ore",
288
+ "▁un",
289
+ "pt",
290
+ "▁her",
291
+ "▁look",
292
+ "ong",
293
+ "ice",
294
+ "▁very",
295
+ "ff",
296
+ "ions",
297
+ "▁comp",
298
+ "▁did",
299
+ "itt",
300
+ "▁well",
301
+ "▁other",
302
+ "iv",
303
+ "ase",
304
+ "ree",
305
+ "hing",
306
+ "▁lo",
307
+ "reat",
308
+ "▁cont",
309
+ "▁part",
310
+ "▁into",
311
+ "nder",
312
+ "▁been",
313
+ "are",
314
+ "▁am",
315
+ "ans",
316
+ "▁sp",
317
+ "▁two",
318
+ "ue",
319
+ "▁way",
320
+ "age",
321
+ "▁where",
322
+ "ite",
323
+ "▁dis",
324
+ "▁than",
325
+ "▁every",
326
+ "▁pr",
327
+ "▁po",
328
+ "ag",
329
+ "▁need",
330
+ "ach",
331
+ "iff",
332
+ "ence",
333
+ "pl",
334
+ "own",
335
+ "▁ac",
336
+ "ble",
337
+ "▁over",
338
+ "iz",
339
+ "▁work",
340
+ "▁res",
341
+ "▁make",
342
+ "▁could",
343
+ "▁off",
344
+ "ually",
345
+ "▁ro",
346
+ "▁back",
347
+ "able",
348
+ "ip",
349
+ "ry",
350
+ "▁him",
351
+ "▁cour",
352
+ "ber",
353
+ "▁pre",
354
+ "▁fir",
355
+ "▁spe",
356
+ "ap",
357
+ "ars",
358
+ "▁diff",
359
+ "ire",
360
+ "▁somet",
361
+ "▁imp",
362
+ "▁those",
363
+ "▁comm",
364
+ "ance",
365
+ "ick",
366
+ "▁even",
367
+ "ated",
368
+ "way",
369
+ "sel",
370
+ "▁let",
371
+ "▁br",
372
+ "ty",
373
+ "▁per",
374
+ "int",
375
+ "▁first",
376
+ "▁thr",
377
+ "▁under",
378
+ "ah",
379
+ "▁may",
380
+ "▁cou",
381
+ "▁new",
382
+ "ress",
383
+ "act",
384
+ "▁gr",
385
+ "ep",
386
+ "▁said",
387
+ "ations",
388
+ "▁good",
389
+ "ace",
390
+ "ass",
391
+ "▁does",
392
+ "orm",
393
+ "ish",
394
+ "▁af",
395
+ "ving",
396
+ "co",
397
+ "▁app",
398
+ "▁lot",
399
+ "▁things",
400
+ "▁tra",
401
+ "ittle",
402
+ "▁bl",
403
+ "▁little",
404
+ "▁mu",
405
+ "cess",
406
+ "fe",
407
+ "ome",
408
+ "▁inc",
409
+ "▁differe",
410
+ "ary",
411
+ "ical",
412
+ "▁only",
413
+ "ult",
414
+ "▁again",
415
+ "▁got",
416
+ "ens",
417
+ "▁gu",
418
+ "▁kind",
419
+ "▁much",
420
+ "ord",
421
+ "▁through",
422
+ "ition",
423
+ "ild",
424
+ "▁down",
425
+ "▁actually",
426
+ "▁something",
427
+ "ang",
428
+ "ru",
429
+ "ces",
430
+ "▁fl",
431
+ "ile",
432
+ "ater",
433
+ "▁ra",
434
+ "▁take",
435
+ "ict",
436
+ "ign",
437
+ "▁sc",
438
+ "vel",
439
+ "▁bet",
440
+ "▁tal",
441
+ "▁yeah",
442
+ "▁use",
443
+ "fore",
444
+ "▁bu",
445
+ "▁start",
446
+ "ory",
447
+ "be",
448
+ "▁day",
449
+ "wn",
450
+ "xt",
451
+ "ia",
452
+ "ak",
453
+ "▁after",
454
+ "▁should",
455
+ "▁fo",
456
+ "▁ho",
457
+ "▁hel",
458
+ "▁ind",
459
+ "▁uh",
460
+ "na",
461
+ "ial",
462
+ "other",
463
+ "▁ke",
464
+ "▁call",
465
+ "▁most",
466
+ "▁ok",
467
+ "▁different",
468
+ "▁em",
469
+ "ting",
470
+ "ple",
471
+ "▁being",
472
+ "▁bo",
473
+ "ning",
474
+ "▁too",
475
+ "ors",
476
+ "▁happ",
477
+ "ark",
478
+ "og",
479
+ "▁help",
480
+ "▁rem",
481
+ "du",
482
+ "ction",
483
+ "ood",
484
+ "▁ser",
485
+ "ether",
486
+ "ious",
487
+ "▁mean",
488
+ "▁many",
489
+ "▁court",
490
+ "▁bel",
491
+ "ade",
492
+ "▁la",
493
+ "ved",
494
+ "▁des",
495
+ "▁rec",
496
+ "▁jo",
497
+ "▁dec",
498
+ "ves",
499
+ "▁before",
500
+ "▁put",
501
+ "self",
502
+ "▁point",
503
+ "te",
504
+ "▁ev",
505
+ "form",
506
+ "ents",
507
+ "▁add",
508
+ "ody",
509
+ "thing",
510
+ "▁case",
511
+ "▁pers",
512
+ "▁cons",
513
+ "iss",
514
+ "▁three",
515
+ "oth",
516
+ "▁ph",
517
+ "▁come",
518
+ "▁find",
519
+ "▁why",
520
+ "ull",
521
+ "▁show",
522
+ "▁bas",
523
+ "▁great",
524
+ "ily",
525
+ "▁rel",
526
+ "▁sm",
527
+ "▁its",
528
+ "▁fact",
529
+ "▁pos",
530
+ "ool",
531
+ "ments",
532
+ "ise",
533
+ "nds",
534
+ "ys",
535
+ "▁try",
536
+ "ual",
537
+ "ful",
538
+ "erm",
539
+ "▁inter",
540
+ "ons",
541
+ "▁quest",
542
+ "▁sub",
543
+ "we",
544
+ "vers",
545
+ "▁supp",
546
+ "▁feel",
547
+ "▁same",
548
+ "ub",
549
+ "ates",
550
+ "urn",
551
+ "ert",
552
+ "▁inv",
553
+ "day",
554
+ "▁rep",
555
+ "igh",
556
+ "▁sy",
557
+ "▁inst",
558
+ "▁long",
559
+ "▁still",
560
+ "▁okay",
561
+ "ft",
562
+ "ific",
563
+ "atch",
564
+ "ought",
565
+ "ath",
566
+ "▁own",
567
+ "▁made",
568
+ "ix",
569
+ "ced",
570
+ "ks",
571
+ "lic",
572
+ "▁wr",
573
+ "de",
574
+ "▁cr",
575
+ "▁att",
576
+ "▁ob",
577
+ "▁world",
578
+ "▁sure",
579
+ "ward",
580
+ "▁bit",
581
+ "▁life",
582
+ "▁person",
583
+ "▁pres",
584
+ "ph",
585
+ "▁vide",
586
+ "▁reg",
587
+ "▁end",
588
+ "ject",
589
+ "ange",
590
+ "▁fin",
591
+ "ied",
592
+ "pect",
593
+ "▁didn",
594
+ "▁around",
595
+ "ian",
596
+ "▁car",
597
+ "ible",
598
+ "▁sim",
599
+ "ever",
600
+ "▁sch",
601
+ "ating",
602
+ "▁pol",
603
+ "▁set",
604
+ "▁oh",
605
+ "cy",
606
+ "▁real",
607
+ "▁import",
608
+ "▁count",
609
+ "▁um",
610
+ "▁next",
611
+ "cial",
612
+ "les",
613
+ "▁hu",
614
+ "▁acc",
615
+ "▁might",
616
+ "▁ent",
617
+ "▁doing",
618
+ "▁ins",
619
+ "▁gen",
620
+ "▁play",
621
+ "▁cle",
622
+ "▁another",
623
+ "ady",
624
+ "ular",
625
+ "ib",
626
+ "ways",
627
+ "ered",
628
+ "ility",
629
+ "ities",
630
+ "▁op",
631
+ "▁def",
632
+ "▁years",
633
+ "▁never",
634
+ "ower",
635
+ "ram",
636
+ "▁tell",
637
+ "▁sl",
638
+ "onna",
639
+ "ail",
640
+ "ren",
641
+ "ute",
642
+ "▁gonna",
643
+ "▁big",
644
+ "▁give",
645
+ "der",
646
+ "ount",
647
+ "▁ap",
648
+ "kes",
649
+ "▁state",
650
+ "▁cor",
651
+ "▁min",
652
+ "ically",
653
+ "▁mon",
654
+ "▁fam",
655
+ "▁important",
656
+ "▁always",
657
+ "▁high",
658
+ "▁four",
659
+ "▁gra",
660
+ "▁ca",
661
+ "▁stud",
662
+ "▁dist",
663
+ "▁talk",
664
+ "▁num",
665
+ "▁str",
666
+ "▁today",
667
+ "ract",
668
+ "▁while",
669
+ "ason",
670
+ "▁iss",
671
+ "▁sur",
672
+ "▁char",
673
+ "▁last",
674
+ "oy",
675
+ "ited",
676
+ "▁exper",
677
+ "▁place",
678
+ "▁tri",
679
+ "▁ear",
680
+ "▁belie",
681
+ "▁able",
682
+ "▁underst",
683
+ "▁che",
684
+ "▁both",
685
+ "ug",
686
+ "▁doesn",
687
+ "▁keep",
688
+ "▁happen",
689
+ "ings",
690
+ "iew",
691
+ "ather",
692
+ "▁ass",
693
+ "▁love",
694
+ "ative",
695
+ "av",
696
+ "▁yes",
697
+ "▁ele",
698
+ "▁year",
699
+ "▁such",
700
+ "▁video",
701
+ "ness",
702
+ "▁el",
703
+ "▁trans",
704
+ "▁five",
705
+ "▁produ",
706
+ "ave",
707
+ "erest",
708
+ "als",
709
+ "body",
710
+ "cus",
711
+ "▁found",
712
+ "atter",
713
+ "▁eff",
714
+ "▁god",
715
+ "▁used",
716
+ "llow",
717
+ "▁interest",
718
+ "▁question",
719
+ "hip",
720
+ "▁bus",
721
+ "▁ask",
722
+ "▁exam",
723
+ "▁prov",
724
+ "lud",
725
+ "▁form",
726
+ "▁law",
727
+ "ense",
728
+ "▁child",
729
+ "▁gl",
730
+ "ne",
731
+ "▁each",
732
+ "▁understand",
733
+ "▁care",
734
+ "stem",
735
+ "▁med",
736
+ "▁maybe",
737
+ "ably",
738
+ "▁det",
739
+ "▁coll",
740
+ "its",
741
+ "▁commun",
742
+ "▁hand",
743
+ "▁'",
744
+ "▁ref",
745
+ "▁lear",
746
+ "▁done",
747
+ "▁gener",
748
+ "vern",
749
+ "▁mr",
750
+ "ween",
751
+ "▁better",
752
+ "▁between",
753
+ "li",
754
+ "blem",
755
+ "▁system",
756
+ "ertain",
757
+ "▁school",
758
+ "▁eas",
759
+ "▁exp",
760
+ "▁war",
761
+ "ention",
762
+ "▁ty",
763
+ "▁govern",
764
+ "ues",
765
+ "▁problem",
766
+ "▁plan",
767
+ "ac",
768
+ "▁conf",
769
+ "▁course",
770
+ "ouse",
771
+ "▁mar",
772
+ "▁stand",
773
+ "▁sk",
774
+ "▁seco",
775
+ "uring",
776
+ "▁ed",
777
+ "▁mem",
778
+ "ros",
779
+ "cri",
780
+ "▁thought",
781
+ "cept",
782
+ "▁partic",
783
+ "▁test",
784
+ "olog",
785
+ "iness",
786
+ "▁far",
787
+ "led",
788
+ "▁col",
789
+ "▁looking",
790
+ "▁read",
791
+ "▁whether",
792
+ "▁word",
793
+ "me",
794
+ "▁once",
795
+ "ize",
796
+ "▁home",
797
+ "▁requ",
798
+ "gg",
799
+ "▁ide",
800
+ "▁thank",
801
+ "ures",
802
+ "▁called",
803
+ "▁cur",
804
+ "▁water",
805
+ "▁frie",
806
+ "▁side",
807
+ "▁best",
808
+ "▁number",
809
+ "oney",
810
+ "▁turn",
811
+ "ock",
812
+ "▁eng",
813
+ "▁top",
814
+ "▁open",
815
+ "ead",
816
+ "▁everything",
817
+ "▁term",
818
+ "▁prob",
819
+ "▁hard",
820
+ "▁fun",
821
+ "▁spec",
822
+ "▁dire",
823
+ "▁second",
824
+ "▁pa",
825
+ "▁build",
826
+ "▁run",
827
+ "▁sign",
828
+ "▁reason",
829
+ "▁inform",
830
+ "▁watch",
831
+ "ution",
832
+ "▁few",
833
+ "mo",
834
+ "▁hum",
835
+ "ision",
836
+ "▁ext",
837
+ "▁tog",
838
+ "▁conc",
839
+ "▁thous",
840
+ "▁thousand",
841
+ "▁support",
842
+ "▁together",
843
+ "▁six",
844
+ "ps",
845
+ "▁mark",
846
+ "ics",
847
+ "▁includ",
848
+ "ef",
849
+ "▁opp",
850
+ "ident",
851
+ "▁anything",
852
+ "▁met",
853
+ "▁bre",
854
+ "▁jud",
855
+ "▁away",
856
+ "▁old",
857
+ "▁prog",
858
+ "ten",
859
+ "▁book",
860
+ "▁says",
861
+ "▁seem",
862
+ "▁contin",
863
+ "▁process",
864
+ "▁sing",
865
+ "▁money",
866
+ "▁having",
867
+ "▁beg",
868
+ "▁comple",
869
+ "▁thir",
870
+ "▁using",
871
+ "▁ret",
872
+ "ger",
873
+ "▁head",
874
+ "▁cre",
875
+ "▁poss",
876
+ "enty",
877
+ "▁certain",
878
+ "▁clear",
879
+ "ines",
880
+ "▁wee",
881
+ "arch",
882
+ "▁inf",
883
+ "ont",
884
+ "▁sit",
885
+ "▁lead",
886
+ "alth",
887
+ "▁art",
888
+ "ross",
889
+ "▁pub",
890
+ "▁without",
891
+ "▁pret",
892
+ "▁getting",
893
+ "ient",
894
+ "▁z",
895
+ "▁wom",
896
+ "▁power",
897
+ "ational",
898
+ "ner",
899
+ "▁rest",
900
+ "▁believe",
901
+ "▁wa",
902
+ "▁aut",
903
+ "▁move",
904
+ "aim",
905
+ "▁sort",
906
+ "idence",
907
+ "▁creat",
908
+ "▁expl",
909
+ "▁name",
910
+ "▁went",
911
+ "▁eu",
912
+ "▁change",
913
+ "▁came",
914
+ "▁pay",
915
+ "ices",
916
+ "▁sin",
917
+ "▁pur",
918
+ "▁pass",
919
+ "▁whole",
920
+ "▁house",
921
+ "▁hund",
922
+ "▁hundred",
923
+ "▁pretty",
924
+ "▁trying",
925
+ "▁ple",
926
+ "▁allow",
927
+ "▁compan",
928
+ "▁government",
929
+ "▁small",
930
+ "▁light",
931
+ "▁bra",
932
+ "▁stu",
933
+ "aint",
934
+ "▁ah",
935
+ "▁prot",
936
+ "ets",
937
+ "▁cent",
938
+ "velop",
939
+ "▁family",
940
+ "▁business",
941
+ "ety",
942
+ "▁making",
943
+ "▁list",
944
+ "▁experi",
945
+ "eric",
946
+ "▁follow",
947
+ "ately",
948
+ "▁probably",
949
+ "▁appe",
950
+ "▁serv",
951
+ "▁val",
952
+ "▁leg",
953
+ "▁resp",
954
+ "▁develop",
955
+ "ready",
956
+ "▁already",
957
+ "▁sec",
958
+ "ell",
959
+ "▁saying",
960
+ "ash",
961
+ "▁hear",
962
+ "▁loc",
963
+ "▁adv",
964
+ "▁pri",
965
+ "ret",
966
+ "▁lar",
967
+ "▁beh",
968
+ "▁must",
969
+ "▁hon",
970
+ "▁means",
971
+ "ew",
972
+ "▁par",
973
+ "▁order",
974
+ "▁mom",
975
+ "gn",
976
+ "▁though",
977
+ "▁record",
978
+ "▁miss",
979
+ "▁dr",
980
+ "▁es",
981
+ "▁eight",
982
+ "▁ever",
983
+ "▁left",
984
+ "▁example",
985
+ "▁enough",
986
+ "osed",
987
+ "▁claim",
988
+ "ank",
989
+ "con",
990
+ "▁americ",
991
+ "▁information",
992
+ "▁arg",
993
+ "▁full",
994
+ "nce",
995
+ "▁consid",
996
+ "▁working",
997
+ "ature",
998
+ "▁",
999
+ "e",
1000
+ "t",
1001
+ "a",
1002
+ "o",
1003
+ "i",
1004
+ "n",
1005
+ "s",
1006
+ "r",
1007
+ "h",
1008
+ "l",
1009
+ "d",
1010
+ "u",
1011
+ "c",
1012
+ "m",
1013
+ "y",
1014
+ "w",
1015
+ "g",
1016
+ "f",
1017
+ "p",
1018
+ "b",
1019
+ "v",
1020
+ "k",
1021
+ "'",
1022
+ "j",
1023
+ "x",
1024
+ "q",
1025
+ "z"
1026
+ ]