JackCloudman
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Parent(s):
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78cd8559ada18817b19bde2c3db63330f3177443ef6f16f353a348ad1b3fab7d
Browse files- README.md +45 -0
- config.json +30 -0
- generation_config.json +7 -0
- huggingface-metadata.txt +67 -0
- merges.txt +0 -0
- model.safetensors.index.json +1050 -0
- special_tokens_map.json +5 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1675 -0
- vocab.json +0 -0
README.md
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---
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license: mit
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language:
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- en
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---
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# **Introduction**
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MoMo-70B-lora-1.8.6-DPO is trained via Direct Preference Optimization([DPO](https://arxiv.org/abs/2305.18290)) from [MoMo-70B-LoRA-V1.4](https://huggingface.co/moreh/MoMo-70B-LoRA-V1.4) as its base model, with several optimizations in hyperparameters.
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[MoMo-70B-LoRA-V1.4](https://huggingface.co/moreh/MoMo-70B-LoRA-V1.4) is trained via Supervised Fine-Tuning (SFT) using [LoRA](https://arxiv.org/abs/2106.09685), with the QWEN-72B model as its base-model.
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Note that we did not exploit any form of weight merge.
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For leaderboard submission, the trained weight is realigned for compatibility with llama.
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MoMo-70B is trained using **[Moreh](https://moreh.io/)**'s [MoAI platform](https://moreh.io/product), which simplifies the training of large-scale models, and AMD's MI250 GPU.
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## Details
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### Used Librarys
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- torch
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- peft
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### Used Datasets
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- [slimorca](Open-Orca/SlimOrca)
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- [truthy](https://huggingface.co/datasets/jondurbin/truthy-dpo-v0.1)
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- [orca_dpo_pairs](https://huggingface.co/datasets/Intel/orca_dpo_pairs)
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- No other dataset was used
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- No benchmark test set or the training set are used
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- [data contamination check](https://github.com/swj0419/detect-pretrain-code-contamination) result
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| Model | ARC | MMLU | TruthfulQA | GSM8K |
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|------------------------------|-------|-------|-------|-------|
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| **V1.8.6(result < 0.1, %)**| TBU |TBU | 0.73 | TBU |
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### Used Environments
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- AMD MI250 & MoAI platform
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- Please visit https://moreh.io/product for more information about MoAI platform
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- Or, contact us directly [[email protected]](mailto:[email protected])
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## How to use
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```python
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# pip install transformers==4.35.2
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import torch
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from transformers import AutoModelForCausalLM, AutoTokenizer
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tokenizer = AutoTokenizer.from_pretrained("moreh/MoMo-70B-LoRA-V1.8.6")
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model = AutoModelForCausalLM.from_pretrained(
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"moreh/MoMo-70B-LoRA-V1.8.6"
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)
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```
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config.json
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{
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"_name_or_path": "/home/moreh_llm/team_model/junhyeok/tokenizer_new/config_llama.json",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": true,
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 8192,
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"initializer_range": 0.02,
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"intermediate_size": 24576,
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"max_position_embeddings": 32768,
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"model_type": "llama",
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"num_attention_heads": 64,
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"num_hidden_layers": 80,
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"num_key_value_heads": 64,
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"pad_token_id": 151643,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-06,
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"rope_scaling": null,
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"rope_theta": 1000000,
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"seq_length": 32768,
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"tie_word_embeddings": false,
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"torch_dtype": "float32",
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"transformers_version": "4.36.0",
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"use_cache": true,
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"vocab_size": 152064
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"pad_token_id": 151643,
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"transformers_version": "4.36.0"
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}
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huggingface-metadata.txt
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url: https://huggingface.co/moreh/MoMo-70B-lora-1.8.6-DPO
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branch: main
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download date: 2024-01-17 10:52:08
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sha256sum:
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merges.txt
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model.safetensors.index.json
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special_tokens_map.json
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tokenizer.json
ADDED
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tokenizer_config.json
ADDED
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1 |
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2 |
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3 |
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4 |
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11 |
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"normalized": false,
|
1472 |
+
"rstrip": false,
|
1473 |
+
"single_word": false,
|
1474 |
+
"special": true
|
1475 |
+
},
|
1476 |
+
"151827": {
|
1477 |
+
"content": "<|extra_181|>",
|
1478 |
+
"lstrip": false,
|
1479 |
+
"normalized": false,
|
1480 |
+
"rstrip": false,
|
1481 |
+
"single_word": false,
|
1482 |
+
"special": true
|
1483 |
+
},
|
1484 |
+
"151828": {
|
1485 |
+
"content": "<|extra_182|>",
|
1486 |
+
"lstrip": false,
|
1487 |
+
"normalized": false,
|
1488 |
+
"rstrip": false,
|
1489 |
+
"single_word": false,
|
1490 |
+
"special": true
|
1491 |
+
},
|
1492 |
+
"151829": {
|
1493 |
+
"content": "<|extra_183|>",
|
1494 |
+
"lstrip": false,
|
1495 |
+
"normalized": false,
|
1496 |
+
"rstrip": false,
|
1497 |
+
"single_word": false,
|
1498 |
+
"special": true
|
1499 |
+
},
|
1500 |
+
"151830": {
|
1501 |
+
"content": "<|extra_184|>",
|
1502 |
+
"lstrip": false,
|
1503 |
+
"normalized": false,
|
1504 |
+
"rstrip": false,
|
1505 |
+
"single_word": false,
|
1506 |
+
"special": true
|
1507 |
+
},
|
1508 |
+
"151831": {
|
1509 |
+
"content": "<|extra_185|>",
|
1510 |
+
"lstrip": false,
|
1511 |
+
"normalized": false,
|
1512 |
+
"rstrip": false,
|
1513 |
+
"single_word": false,
|
1514 |
+
"special": true
|
1515 |
+
},
|
1516 |
+
"151832": {
|
1517 |
+
"content": "<|extra_186|>",
|
1518 |
+
"lstrip": false,
|
1519 |
+
"normalized": false,
|
1520 |
+
"rstrip": false,
|
1521 |
+
"single_word": false,
|
1522 |
+
"special": true
|
1523 |
+
},
|
1524 |
+
"151833": {
|
1525 |
+
"content": "<|extra_187|>",
|
1526 |
+
"lstrip": false,
|
1527 |
+
"normalized": false,
|
1528 |
+
"rstrip": false,
|
1529 |
+
"single_word": false,
|
1530 |
+
"special": true
|
1531 |
+
},
|
1532 |
+
"151834": {
|
1533 |
+
"content": "<|extra_188|>",
|
1534 |
+
"lstrip": false,
|
1535 |
+
"normalized": false,
|
1536 |
+
"rstrip": false,
|
1537 |
+
"single_word": false,
|
1538 |
+
"special": true
|
1539 |
+
},
|
1540 |
+
"151835": {
|
1541 |
+
"content": "<|extra_189|>",
|
1542 |
+
"lstrip": false,
|
1543 |
+
"normalized": false,
|
1544 |
+
"rstrip": false,
|
1545 |
+
"single_word": false,
|
1546 |
+
"special": true
|
1547 |
+
},
|
1548 |
+
"151836": {
|
1549 |
+
"content": "<|extra_190|>",
|
1550 |
+
"lstrip": false,
|
1551 |
+
"normalized": false,
|
1552 |
+
"rstrip": false,
|
1553 |
+
"single_word": false,
|
1554 |
+
"special": true
|
1555 |
+
},
|
1556 |
+
"151837": {
|
1557 |
+
"content": "<|extra_191|>",
|
1558 |
+
"lstrip": false,
|
1559 |
+
"normalized": false,
|
1560 |
+
"rstrip": false,
|
1561 |
+
"single_word": false,
|
1562 |
+
"special": true
|
1563 |
+
},
|
1564 |
+
"151838": {
|
1565 |
+
"content": "<|extra_192|>",
|
1566 |
+
"lstrip": false,
|
1567 |
+
"normalized": false,
|
1568 |
+
"rstrip": false,
|
1569 |
+
"single_word": false,
|
1570 |
+
"special": true
|
1571 |
+
},
|
1572 |
+
"151839": {
|
1573 |
+
"content": "<|extra_193|>",
|
1574 |
+
"lstrip": false,
|
1575 |
+
"normalized": false,
|
1576 |
+
"rstrip": false,
|
1577 |
+
"single_word": false,
|
1578 |
+
"special": true
|
1579 |
+
},
|
1580 |
+
"151840": {
|
1581 |
+
"content": "<|extra_194|>",
|
1582 |
+
"lstrip": false,
|
1583 |
+
"normalized": false,
|
1584 |
+
"rstrip": false,
|
1585 |
+
"single_word": false,
|
1586 |
+
"special": true
|
1587 |
+
},
|
1588 |
+
"151841": {
|
1589 |
+
"content": "<|extra_195|>",
|
1590 |
+
"lstrip": false,
|
1591 |
+
"normalized": false,
|
1592 |
+
"rstrip": false,
|
1593 |
+
"single_word": false,
|
1594 |
+
"special": true
|
1595 |
+
},
|
1596 |
+
"151842": {
|
1597 |
+
"content": "<|extra_196|>",
|
1598 |
+
"lstrip": false,
|
1599 |
+
"normalized": false,
|
1600 |
+
"rstrip": false,
|
1601 |
+
"single_word": false,
|
1602 |
+
"special": true
|
1603 |
+
},
|
1604 |
+
"151843": {
|
1605 |
+
"content": "<|extra_197|>",
|
1606 |
+
"lstrip": false,
|
1607 |
+
"normalized": false,
|
1608 |
+
"rstrip": false,
|
1609 |
+
"single_word": false,
|
1610 |
+
"special": true
|
1611 |
+
},
|
1612 |
+
"151844": {
|
1613 |
+
"content": "<|extra_198|>",
|
1614 |
+
"lstrip": false,
|
1615 |
+
"normalized": false,
|
1616 |
+
"rstrip": false,
|
1617 |
+
"single_word": false,
|
1618 |
+
"special": true
|
1619 |
+
},
|
1620 |
+
"151845": {
|
1621 |
+
"content": "<|extra_199|>",
|
1622 |
+
"lstrip": false,
|
1623 |
+
"normalized": false,
|
1624 |
+
"rstrip": false,
|
1625 |
+
"single_word": false,
|
1626 |
+
"special": true
|
1627 |
+
},
|
1628 |
+
"151846": {
|
1629 |
+
"content": "<|extra_200|>",
|
1630 |
+
"lstrip": false,
|
1631 |
+
"normalized": false,
|
1632 |
+
"rstrip": false,
|
1633 |
+
"single_word": false,
|
1634 |
+
"special": true
|
1635 |
+
},
|
1636 |
+
"151847": {
|
1637 |
+
"content": "<|extra_201|>",
|
1638 |
+
"lstrip": false,
|
1639 |
+
"normalized": false,
|
1640 |
+
"rstrip": false,
|
1641 |
+
"single_word": false,
|
1642 |
+
"special": true
|
1643 |
+
},
|
1644 |
+
"151848": {
|
1645 |
+
"content": "<|extra_202|>",
|
1646 |
+
"lstrip": false,
|
1647 |
+
"normalized": false,
|
1648 |
+
"rstrip": false,
|
1649 |
+
"single_word": false,
|
1650 |
+
"special": true
|
1651 |
+
},
|
1652 |
+
"151849": {
|
1653 |
+
"content": "<|extra_203|>",
|
1654 |
+
"lstrip": false,
|
1655 |
+
"normalized": false,
|
1656 |
+
"rstrip": false,
|
1657 |
+
"single_word": false,
|
1658 |
+
"special": true
|
1659 |
+
},
|
1660 |
+
"151850": {
|
1661 |
+
"content": "<|extra_204|>",
|
1662 |
+
"lstrip": false,
|
1663 |
+
"normalized": false,
|
1664 |
+
"rstrip": false,
|
1665 |
+
"single_word": false,
|
1666 |
+
"special": true
|
1667 |
+
}
|
1668 |
+
},
|
1669 |
+
"bos_token": "<|endoftext|>",
|
1670 |
+
"clean_up_tokenization_spaces": true,
|
1671 |
+
"eos_token": "<|endoftext|>",
|
1672 |
+
"model_max_length": 4096,
|
1673 |
+
"tokenizer_class": "GPT2Tokenizer",
|
1674 |
+
"unk_token": "<|endoftext|>"
|
1675 |
+
}
|
vocab.json
ADDED
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|
|