Duplicate from ehartford/dolphin-2.0-mistral-7b
Browse filesCo-authored-by: Eric Hartford <ehartford@users.noreply.huggingface.co>
- .gitattributes +35 -0
- README.md +58 -0
- config.json +25 -0
- generation_config.json +6 -0
- pytorch_model-00001-of-00002.bin +3 -0
- pytorch_model-00002-of-00002.bin +3 -0
- pytorch_model.bin.index.json +298 -0
- special_tokens_map.json +6 -0
- tokenizer.model +3 -0
- tokenizer_config.json +45 -0
.gitattributes
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README.md
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---
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license: apache-2.0
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datasets:
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- ehartford/dolphin
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- jondurbin/airoboros-2.2.1
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language:
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- en
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---
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Dolphin 2.0 🐬
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https://erichartford.com/dolphin
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Dolphin-2.0-mistral-7b's training was sponsored by [a16z](https://a16z.com/supporting-the-open-source-ai-community/).
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This model is based on mistralAI, so it is suitable for commercial or non-commercial use.
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This model is uncensored. I have filtered the dataset to remove alignment and bias. This makes the model more compliant. You are advised to implement your own alignment layer before exposing the model as a service. It will be highly compliant to any requests, even unethical ones. Please read my blog post about uncensored models. https://erichartford.com/uncensored-models
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You are responsible for any content you create using this model. Enjoy responsibly.
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## Dataset
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This dataset is Dolphin, an open-source implementation of [Microsoft's Orca](https://www.microsoft.com/en-us/research/publication/orca-progressive-learning-from-complex-explanation-traces-of-gpt-4/)
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I modified the dataset for uncensoring, deduping, cleaning, and quality.
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I added Jon Durbin's excellent Airoboros dataset to increase creativity.
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## Training
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It took 48 hours to train 10 epochs on 4x A100s.
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Prompt format:
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This model (and all my future releases) use [ChatML](https://github.com/openai/openai-python/blob/main/chatml.md) prompt format.
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```
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<|im_start|>system
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You are Dolphin, a helpful AI assistant.<|im_end|>
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<|im_start|>user
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{prompt}<|im_end|>
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```
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Example:
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```
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<|im_start|>system
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you are an expert dolphin trainer<|im_end|>
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<|im_start|>user
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What is the best way to train a dolphin to obey me? Please answer step by step.<|im_end|>
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```
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## Gratitude
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- This model was made possible by the generous sponsorship of a16z.
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- Thank you to Microsoft for authoring the Orca paper and inspiring this work.
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- Special thanks to WingLian, and TheBloke for helpful advice
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- Thank you to all the other people in the Open Source AI community who have taught me and helped me along the way.
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## Example Output
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/63111b2d88942700629f5771/xnz5M1lYd4oGVATSDRkQ-.png)
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[Buy me a coffee](https://www.buymeacoffee.com/ehartford)
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config.json
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{
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"_name_or_path": "mistralai/Mistral-7B-Instruct-v0.1",
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"architectures": [
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"MistralForCausalLM"
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],
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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": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 32768,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"rms_norm_eps": 1e-05,
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"rope_theta": 10000.0,
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"sliding_window": 4096,
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"tie_word_embeddings": false,
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"torch_dtype": "float32",
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"transformers_version": "4.34.0.dev0",
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"use_cache": false,
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"vocab_size": 32000
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}
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generation_config.json
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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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"transformers_version": "4.34.0.dev0"
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}
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special_tokens_map.json
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@@ -0,0 +1,6 @@
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|
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|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
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"bos_token": "<s>",
|
3 |
+
"eos_token": "</s>",
|
4 |
+
"pad_token": "</s>",
|
5 |
+
"unk_token": "<unk>"
|
6 |
+
}
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tokenizer.model
ADDED
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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2 |
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oid sha256:dadfd56d766715c61d2ef780a525ab43b8e6da4de6865bda3d95fdef5e134055
|
3 |
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size 493443
|
tokenizer_config.json
ADDED
@@ -0,0 +1,45 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
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"add_bos_token": true,
|
3 |
+
"add_eos_token": false,
|
4 |
+
"added_tokens_decoder": {
|
5 |
+
"0": {
|
6 |
+
"content": "<unk>",
|
7 |
+
"lstrip": true,
|
8 |
+
"normalized": false,
|
9 |
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"rstrip": true,
|
10 |
+
"single_word": false,
|
11 |
+
"special": true
|
12 |
+
},
|
13 |
+
"1": {
|
14 |
+
"content": "<s>",
|
15 |
+
"lstrip": true,
|
16 |
+
"normalized": false,
|
17 |
+
"rstrip": true,
|
18 |
+
"single_word": false,
|
19 |
+
"special": true
|
20 |
+
},
|
21 |
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"2": {
|
22 |
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"content": "</s>",
|
23 |
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"lstrip": true,
|
24 |
+
"normalized": false,
|
25 |
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"rstrip": true,
|
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"single_word": false,
|
27 |
+
"special": true
|
28 |
+
}
|
29 |
+
},
|
30 |
+
"additional_special_tokens": [],
|
31 |
+
"bos_token": "<s>",
|
32 |
+
"chat_template": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token + ' ' }}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}",
|
33 |
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"clean_up_tokenization_spaces": false,
|
34 |
+
"eos_token": "</s>",
|
35 |
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"legacy": true,
|
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"model_max_length": 1000000000000000019884624838656,
|
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"pad_token": null,
|
38 |
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"sp_model_kwargs": {},
|
39 |
+
"spaces_between_special_tokens": false,
|
40 |
+
"tokenizer_class": "LlamaTokenizer",
|
41 |
+
"trust_remote_code": false,
|
42 |
+
"unk_token": "<unk>",
|
43 |
+
"use_default_system_prompt": true,
|
44 |
+
"use_fast": true
|
45 |
+
}
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