tinynext-v2: 12.5M params, 28 min on GPU
Browse files- v2/config.json +16 -0
- v2/metrics/tinynext-v2.json +347 -0
- v2/model.onnx +3 -0
- v2/model.safetensors +3 -0
- v2/model_int8.onnx +3 -0
- v2/report.json +1234 -0
- v2/tokenizer.json +0 -0
v2/config.json
ADDED
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{
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"vocab": 8192,
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"dim": 320,
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"layers": 8,
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"heads": 5,
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"ffn": 864,
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"parameters": 12539200,
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"seq": 512,
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"special_tokens": {
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"<|endoftext|>": 0,
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"<|pre|>": 1,
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"<|suf|>": 2,
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"<|mid|>": 3
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},
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"prompt": "No text after the cursor: the text before it. Otherwise: <|suf|> after <|pre|> before <|mid|>."
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}
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v2/metrics/tinynext-v2.json
ADDED
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{
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"model": "tinynext-v2",
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"sees_after": true,
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"cutoffs": {
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"0.3": {
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"articles/typing": {
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"pauses": 1000,
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"right": 0.617,
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"avg_right_chars": 5.91,
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"multiword_shown": 0.067,
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"multiword_right": 0.5373,
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"saved_with_tab": 0.0572,
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"saved_word_by_word": 0.0626
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},
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"articles/editing": {
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"pauses": 1000,
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"shown": 0.148,
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"right": 0.6081,
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"avg_right_chars": 5.94,
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"multiword_shown": 0.058,
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"multiword_right": 0.5862,
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"saved_with_tab": 0.0446,
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"saved_word_by_word": 0.0491
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},
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"messages/typing": {
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"pauses": 1000,
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"shown": 0.293,
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"right": 0.5563,
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"avg_right_chars": 7.71,
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| 31 |
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"multiword_shown": 0.163,
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"multiword_right": 0.546,
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"saved_with_tab": 0.1047,
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"saved_word_by_word": 0.1232
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},
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"messages/editing": {
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"pauses": 1000,
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"shown": 0.276,
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"avg_right_chars": 7.49,
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| 41 |
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"multiword_shown": 0.152,
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| 42 |
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"multiword_right": 0.6118,
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"saved_with_tab": 0.1061,
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},
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"email/typing": {
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"pauses": 1000,
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| 48 |
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| 49 |
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| 50 |
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| 51 |
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| 53 |
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| 54 |
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| 55 |
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},
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| 56 |
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| 58 |
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| 59 |
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| 60 |
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| 63 |
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"saved_with_tab": 0.0558,
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| 64 |
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| 65 |
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}
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| 66 |
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},
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| 67 |
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"0.4": {
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| 68 |
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"articles/typing": {
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| 69 |
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"pauses": 1000,
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| 70 |
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"shown": 0.14,
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| 71 |
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"right": 0.7214,
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| 72 |
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"avg_right_chars": 5.94,
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| 73 |
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"multiword_shown": 0.043,
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| 74 |
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"multiword_right": 0.6744,
|
| 75 |
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"saved_with_tab": 0.05,
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| 76 |
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"saved_word_by_word": 0.0522
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| 77 |
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},
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| 78 |
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"articles/editing": {
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| 79 |
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"pauses": 1000,
|
| 80 |
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"shown": 0.102,
|
| 81 |
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"right": 0.6667,
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| 82 |
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"avg_right_chars": 5.65,
|
| 83 |
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"multiword_shown": 0.034,
|
| 84 |
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"multiword_right": 0.7353,
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| 85 |
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"saved_with_tab": 0.032,
|
| 86 |
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"saved_word_by_word": 0.0341
|
| 87 |
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},
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| 88 |
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"messages/typing": {
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| 89 |
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"pauses": 1000,
|
| 90 |
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"shown": 0.212,
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| 91 |
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"right": 0.6934,
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| 92 |
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"avg_right_chars": 7.19,
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| 93 |
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"multiword_shown": 0.105,
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| 94 |
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"multiword_right": 0.6571,
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| 95 |
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"saved_with_tab": 0.0881,
|
| 96 |
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"saved_word_by_word": 0.0958
|
| 97 |
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},
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| 98 |
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"messages/editing": {
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| 99 |
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"pauses": 1000,
|
| 100 |
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"shown": 0.194,
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| 101 |
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"right": 0.7113,
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| 102 |
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"avg_right_chars": 6.83,
|
| 103 |
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"multiword_shown": 0.097,
|
| 104 |
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"multiword_right": 0.6907,
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| 105 |
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"saved_with_tab": 0.0785,
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| 106 |
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"saved_word_by_word": 0.086
|
| 107 |
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},
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| 108 |
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"email/typing": {
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| 109 |
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"pauses": 1000,
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| 110 |
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"shown": 0.172,
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| 111 |
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"right": 0.686,
|
| 112 |
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"avg_right_chars": 5.86,
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| 113 |
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"multiword_shown": 0.053,
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| 114 |
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"multiword_right": 0.434,
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| 115 |
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"saved_with_tab": 0.0576,
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| 116 |
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"saved_word_by_word": 0.0618
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| 117 |
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},
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| 118 |
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"email/editing": {
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| 119 |
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"pauses": 1000,
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| 120 |
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"shown": 0.147,
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| 121 |
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"right": 0.6395,
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| 122 |
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"avg_right_chars": 5.48,
|
| 123 |
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"multiword_shown": 0.057,
|
| 124 |
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"multiword_right": 0.5439,
|
| 125 |
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"saved_with_tab": 0.0429,
|
| 126 |
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"saved_word_by_word": 0.0459
|
| 127 |
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}
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| 128 |
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},
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| 129 |
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"0.5": {
|
| 130 |
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"articles/typing": {
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| 131 |
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"pauses": 1000,
|
| 132 |
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"shown": 0.106,
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| 133 |
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"right": 0.7642,
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| 134 |
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"avg_right_chars": 5.9,
|
| 135 |
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"multiword_shown": 0.034,
|
| 136 |
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"multiword_right": 0.7353,
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| 137 |
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"saved_with_tab": 0.0398,
|
| 138 |
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"saved_word_by_word": 0.0411
|
| 139 |
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},
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| 140 |
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"articles/editing": {
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| 141 |
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"pauses": 1000,
|
| 142 |
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"shown": 0.078,
|
| 143 |
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"right": 0.7692,
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| 144 |
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"avg_right_chars": 5.55,
|
| 145 |
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"multiword_shown": 0.022,
|
| 146 |
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"multiword_right": 0.8636,
|
| 147 |
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"saved_with_tab": 0.0278,
|
| 148 |
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"saved_word_by_word": 0.0282
|
| 149 |
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},
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| 150 |
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"messages/typing": {
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| 151 |
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"pauses": 1000,
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| 152 |
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"shown": 0.163,
|
| 153 |
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"right": 0.7791,
|
| 154 |
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"avg_right_chars": 6.86,
|
| 155 |
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"multiword_shown": 0.078,
|
| 156 |
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"multiword_right": 0.7179,
|
| 157 |
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"saved_with_tab": 0.0726,
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| 158 |
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"saved_word_by_word": 0.078
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| 159 |
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},
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| 160 |
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"messages/editing": {
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| 161 |
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"pauses": 1000,
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| 162 |
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"shown": 0.146,
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| 163 |
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| 164 |
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| 165 |
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| 166 |
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| 167 |
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"saved_with_tab": 0.0635,
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| 168 |
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"saved_word_by_word": 0.0679
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| 169 |
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},
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| 170 |
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"email/typing": {
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| 171 |
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"pauses": 1000,
|
| 172 |
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"shown": 0.113,
|
| 173 |
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"right": 0.7876,
|
| 174 |
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"avg_right_chars": 5.84,
|
| 175 |
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"multiword_shown": 0.03,
|
| 176 |
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"multiword_right": 0.6,
|
| 177 |
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"saved_with_tab": 0.0433,
|
| 178 |
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"saved_word_by_word": 0.0452
|
| 179 |
+
},
|
| 180 |
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"email/editing": {
|
| 181 |
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"pauses": 1000,
|
| 182 |
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"shown": 0.104,
|
| 183 |
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"right": 0.7788,
|
| 184 |
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"avg_right_chars": 5.32,
|
| 185 |
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"multiword_shown": 0.03,
|
| 186 |
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"multiword_right": 0.7,
|
| 187 |
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"saved_with_tab": 0.0359,
|
| 188 |
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"saved_word_by_word": 0.0369
|
| 189 |
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}
|
| 190 |
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},
|
| 191 |
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"0.6": {
|
| 192 |
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"articles/typing": {
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| 193 |
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"pauses": 1000,
|
| 194 |
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"shown": 0.084,
|
| 195 |
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"right": 0.8571,
|
| 196 |
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"avg_right_chars": 5.86,
|
| 197 |
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"multiword_shown": 0.022,
|
| 198 |
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"multiword_right": 0.8636,
|
| 199 |
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"saved_with_tab": 0.0352,
|
| 200 |
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"saved_word_by_word": 0.0353
|
| 201 |
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},
|
| 202 |
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"articles/editing": {
|
| 203 |
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"pauses": 1000,
|
| 204 |
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"shown": 0.056,
|
| 205 |
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"right": 0.8571,
|
| 206 |
+
"avg_right_chars": 5.62,
|
| 207 |
+
"multiword_shown": 0.016,
|
| 208 |
+
"multiword_right": 0.9375,
|
| 209 |
+
"saved_with_tab": 0.0225,
|
| 210 |
+
"saved_word_by_word": 0.0227
|
| 211 |
+
},
|
| 212 |
+
"messages/typing": {
|
| 213 |
+
"pauses": 1000,
|
| 214 |
+
"shown": 0.123,
|
| 215 |
+
"right": 0.8455,
|
| 216 |
+
"avg_right_chars": 6.73,
|
| 217 |
+
"multiword_shown": 0.06,
|
| 218 |
+
"multiword_right": 0.8167,
|
| 219 |
+
"saved_with_tab": 0.0583,
|
| 220 |
+
"saved_word_by_word": 0.061
|
| 221 |
+
},
|
| 222 |
+
"messages/editing": {
|
| 223 |
+
"pauses": 1000,
|
| 224 |
+
"shown": 0.108,
|
| 225 |
+
"right": 0.8426,
|
| 226 |
+
"avg_right_chars": 6.31,
|
| 227 |
+
"multiword_shown": 0.052,
|
| 228 |
+
"multiword_right": 0.7308,
|
| 229 |
+
"saved_with_tab": 0.0478,
|
| 230 |
+
"saved_word_by_word": 0.0512
|
| 231 |
+
},
|
| 232 |
+
"email/typing": {
|
| 233 |
+
"pauses": 1000,
|
| 234 |
+
"shown": 0.076,
|
| 235 |
+
"right": 0.8816,
|
| 236 |
+
"avg_right_chars": 5.79,
|
| 237 |
+
"multiword_shown": 0.016,
|
| 238 |
+
"multiword_right": 0.8125,
|
| 239 |
+
"saved_with_tab": 0.0323,
|
| 240 |
+
"saved_word_by_word": 0.0324
|
| 241 |
+
},
|
| 242 |
+
"email/editing": {
|
| 243 |
+
"pauses": 1000,
|
| 244 |
+
"shown": 0.071,
|
| 245 |
+
"right": 0.8873,
|
| 246 |
+
"avg_right_chars": 5.25,
|
| 247 |
+
"multiword_shown": 0.014,
|
| 248 |
+
"multiword_right": 0.8571,
|
| 249 |
+
"saved_with_tab": 0.0276,
|
| 250 |
+
"saved_word_by_word": 0.0279
|
| 251 |
+
}
|
| 252 |
+
},
|
| 253 |
+
"0.7": {
|
| 254 |
+
"articles/typing": {
|
| 255 |
+
"pauses": 1000,
|
| 256 |
+
"shown": 0.059,
|
| 257 |
+
"right": 0.9153,
|
| 258 |
+
"avg_right_chars": 5.76,
|
| 259 |
+
"multiword_shown": 0.018,
|
| 260 |
+
"multiword_right": 0.9444,
|
| 261 |
+
"saved_with_tab": 0.0259,
|
| 262 |
+
"saved_word_by_word": 0.0261
|
| 263 |
+
},
|
| 264 |
+
"articles/editing": {
|
| 265 |
+
"pauses": 1000,
|
| 266 |
+
"shown": 0.035,
|
| 267 |
+
"right": 0.8286,
|
| 268 |
+
"avg_right_chars": 5.34,
|
| 269 |
+
"multiword_shown": 0.007,
|
| 270 |
+
"multiword_right": 0.8571,
|
| 271 |
+
"saved_with_tab": 0.0129,
|
| 272 |
+
"saved_word_by_word": 0.0132
|
| 273 |
+
},
|
| 274 |
+
"messages/typing": {
|
| 275 |
+
"pauses": 1000,
|
| 276 |
+
"shown": 0.099,
|
| 277 |
+
"right": 0.9293,
|
| 278 |
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"avg_right_chars": 6.37,
|
| 279 |
+
"multiword_shown": 0.042,
|
| 280 |
+
"multiword_right": 0.9048,
|
| 281 |
+
"saved_with_tab": 0.0488,
|
| 282 |
+
"saved_word_by_word": 0.0492
|
| 283 |
+
},
|
| 284 |
+
"messages/editing": {
|
| 285 |
+
"pauses": 1000,
|
| 286 |
+
"shown": 0.086,
|
| 287 |
+
"right": 0.8837,
|
| 288 |
+
"avg_right_chars": 5.97,
|
| 289 |
+
"multiword_shown": 0.036,
|
| 290 |
+
"multiword_right": 0.7222,
|
| 291 |
+
"saved_with_tab": 0.0378,
|
| 292 |
+
"saved_word_by_word": 0.0408
|
| 293 |
+
},
|
| 294 |
+
"email/typing": {
|
| 295 |
+
"pauses": 1000,
|
| 296 |
+
"shown": 0.05,
|
| 297 |
+
"right": 0.84,
|
| 298 |
+
"avg_right_chars": 5.45,
|
| 299 |
+
"multiword_shown": 0.006,
|
| 300 |
+
"multiword_right": 0.5,
|
| 301 |
+
"saved_with_tab": 0.0191,
|
| 302 |
+
"saved_word_by_word": 0.0192
|
| 303 |
+
},
|
| 304 |
+
"email/editing": {
|
| 305 |
+
"pauses": 1000,
|
| 306 |
+
"shown": 0.054,
|
| 307 |
+
"right": 0.9074,
|
| 308 |
+
"avg_right_chars": 5.16,
|
| 309 |
+
"multiword_shown": 0.01,
|
| 310 |
+
"multiword_right": 0.9,
|
| 311 |
+
"saved_with_tab": 0.0211,
|
| 312 |
+
"saved_word_by_word": 0.0211
|
| 313 |
+
}
|
| 314 |
+
}
|
| 315 |
+
},
|
| 316 |
+
"examples": [
|
| 317 |
+
{
|
| 318 |
+
"domain": "articles",
|
| 319 |
+
"scenario": "editing",
|
| 320 |
+
"before": " the Spaghetti Western film genre) and Hate Boat, were publi",
|
| 321 |
+
"suggestion": "shed",
|
| 322 |
+
"truth": "shed by Comico C",
|
| 323 |
+
"right": true
|
| 324 |
+
},
|
| 325 |
+
{
|
| 326 |
+
"domain": "messages",
|
| 327 |
+
"scenario": "editing",
|
| 328 |
+
"before": "e optimal level of production and pricing for businesses. L'",
|
| 329 |
+
"suggestion": "Hpital's Rule",
|
| 330 |
+
"truth": "Hpital's Rule can help an",
|
| 331 |
+
"right": true
|
| 332 |
+
},
|
| 333 |
+
{
|
| 334 |
+
"domain": "email",
|
| 335 |
+
"scenario": "editing",
|
| 336 |
+
"before": "ured products and marketing of electricity for the United St",
|
| 337 |
+
"suggestion": "ates",
|
| 338 |
+
"truth": "ates ? Actively ",
|
| 339 |
+
"right": true
|
| 340 |
+
}
|
| 341 |
+
],
|
| 342 |
+
"latency_ms": {
|
| 343 |
+
"p50": 16.88,
|
| 344 |
+
"p95": 43.43,
|
| 345 |
+
"note": "Measured in this eval process, not in a browser."
|
| 346 |
+
}
|
| 347 |
+
}
|
v2/model.onnx
ADDED
|
@@ -0,0 +1,3 @@
|
|
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:517b40693de7ff4618dbd6fe267416059e2b94cfa93d9e3a89c044008380b10f
|
| 3 |
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size 60813575
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v2/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:6a8218faeefdd282109f42f22a019d28b19182bfa041c8f49039546726e63fea
|
| 3 |
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size 50161328
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v2/model_int8.onnx
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:e247edf2479b5a5073f33fb418a450c1d6ba82efcb54e06be2a8b728dd7df65e
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size 23328690
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v2/report.json
ADDED
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@@ -0,0 +1,1234 @@
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|
| 1 |
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{
|
| 2 |
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"args": {
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| 3 |
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"vocab": 8192,
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| 4 |
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"dim": 320,
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| 5 |
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|
| 6 |
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| 7 |
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|
| 8 |
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|
| 9 |
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"tokens": 1500000000.0,
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| 10 |
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| 11 |
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|
| 12 |
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"batch": 512,
|
| 13 |
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"lr": 0.003,
|
| 14 |
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|
| 15 |
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"mix": "fineweb=0.6,smoltalk=0.3,enron=0.1",
|
| 16 |
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|
| 17 |
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| 18 |
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|
| 19 |
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|
| 20 |
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"log_every": 50,
|
| 21 |
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"repo": "cfahlgren1/tinynext",
|
| 22 |
+
"folder": "v2",
|
| 23 |
+
"name": "tinynext-v2",
|
| 24 |
+
"trackio_space": "cfahlgren1/tinynext-trackio",
|
| 25 |
+
"stage": "train",
|
| 26 |
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"data_repo": "cfahlgren1/tinynext-data",
|
| 27 |
+
"smoke": false,
|
| 28 |
+
"no_push": false
|
| 29 |
+
},
|
| 30 |
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"parameters": 12539200,
|
| 31 |
+
"data": {
|
| 32 |
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"fineweb": {
|
| 33 |
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"docs": 1062484,
|
| 34 |
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"train_tokens": 900000000
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| 35 |
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| 36 |
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| 37 |
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| 38 |
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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| 43 |
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}
|
| 44 |
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| 45 |
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| 46 |
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|
| 47 |
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|
| 48 |
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| 49 |
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| 50 |
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| 51 |
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"lr": 2.6e-05,
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| 52 |
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| 53 |
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| 54 |
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| 55 |
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| 56 |
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| 57 |
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| 58 |
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| 59 |
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| 60 |
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| 61 |
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| 62 |
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| 63 |
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| 64 |
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| 65 |
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| 66 |
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| 67 |
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| 68 |
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|
| 69 |
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| 70 |
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"step": 100,
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| 71 |
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| 72 |
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| 77 |
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| 78 |
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| 80 |
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| 81 |
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| 85 |
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| 86 |
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| 1046 |
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| 1048 |
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|
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|
| 1057 |
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| 1058 |
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|
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| 1069 |
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|
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| 1079 |
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{
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| 1085 |
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|
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|
| 1088 |
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| 1089 |
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| 1090 |
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|
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|
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|
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|
| 1098 |
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| 1099 |
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|
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|
| 1107 |
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|
| 1108 |
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| 1109 |
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|
| 1117 |
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|
| 1118 |
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|
| 1119 |
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|
| 1121 |
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|
| 1122 |
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|
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|
| 1124 |
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|
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|
| 1126 |
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|
| 1127 |
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|
| 1128 |
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|
| 1129 |
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|
| 1130 |
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|
| 1131 |
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|
| 1132 |
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|
| 1133 |
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|
| 1134 |
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|
| 1135 |
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|
| 1136 |
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|
| 1137 |
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|
| 1138 |
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|
| 1139 |
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{
|
| 1140 |
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|
| 1141 |
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|
| 1142 |
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|
| 1143 |
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|
| 1144 |
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|
| 1145 |
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|
| 1146 |
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|
| 1147 |
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|
| 1148 |
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|
| 1149 |
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{
|
| 1150 |
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|
| 1151 |
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|
| 1152 |
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|
| 1153 |
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|
| 1154 |
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|
| 1155 |
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|
| 1156 |
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|
| 1157 |
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|
| 1158 |
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|
| 1159 |
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{
|
| 1160 |
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|
| 1161 |
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|
| 1162 |
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|
| 1163 |
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|
| 1164 |
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|
| 1165 |
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|
| 1166 |
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|
| 1167 |
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|
| 1168 |
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|
| 1169 |
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|
| 1170 |
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|
| 1171 |
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|
| 1172 |
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|
| 1173 |
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|
| 1174 |
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|
| 1175 |
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|
| 1176 |
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|
| 1177 |
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|
| 1178 |
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|
| 1179 |
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|
| 1180 |
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{
|
| 1181 |
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|
| 1182 |
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|
| 1183 |
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|
| 1184 |
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|
| 1185 |
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|
| 1186 |
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|
| 1187 |
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|
| 1188 |
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|
| 1189 |
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|
| 1190 |
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{
|
| 1191 |
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|
| 1192 |
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|
| 1193 |
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|
| 1194 |
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|
| 1195 |
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|
| 1196 |
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|
| 1197 |
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|
| 1198 |
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|
| 1199 |
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},
|
| 1200 |
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{
|
| 1201 |
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|
| 1202 |
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|
| 1203 |
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|
| 1204 |
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|
| 1205 |
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|
| 1206 |
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|
| 1207 |
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|
| 1208 |
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|
| 1209 |
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},
|
| 1210 |
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{
|
| 1211 |
+
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|
| 1212 |
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|
| 1213 |
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|
| 1214 |
+
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|
| 1215 |
+
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|
| 1216 |
+
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|
| 1217 |
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|
| 1218 |
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|
| 1219 |
+
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|
| 1220 |
+
}
|
| 1221 |
+
],
|
| 1222 |
+
"exports": {
|
| 1223 |
+
"float": {
|
| 1224 |
+
"megabytes": 60.81,
|
| 1225 |
+
"same_top_token": true,
|
| 1226 |
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|
| 1227 |
+
},
|
| 1228 |
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|
| 1229 |
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|
| 1230 |
+
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|
| 1231 |
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"cached_step_ms_p50_cpu": 2.125
|
| 1232 |
+
}
|
| 1233 |
+
}
|
| 1234 |
+
}
|
v2/tokenizer.json
ADDED
|
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|