Commit
·
98a4107
0
Parent(s):
initial commit
Browse files- .gitattributes +34 -0
- README.md +59 -0
- config.json +81 -0
- merges.txt +0 -0
- pytorch_model.bin +3 -0
- runs/events.out.tfevents.1672861513.uft-2.228070.0 +3 -0
- runs/events.out.tfevents.1672879694.uft-2.389061.0 +3 -0
- runs/events.out.tfevents.1672880794.uft-2.399187.0 +3 -0
- runs/events.out.tfevents.1672889057.uft-2.472434.0 +3 -0
- special_tokens_map.json +6 -0
- tokenizer.json +0 -0
- tokenizer_config.json +33 -0
- vocab.json +0 -0
.gitattributes
ADDED
|
@@ -0,0 +1,34 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
*.7z filter=lfs diff=lfs merge=lfs -text
|
| 2 |
+
*.arrow filter=lfs diff=lfs merge=lfs -text
|
| 3 |
+
*.bin filter=lfs diff=lfs merge=lfs -text
|
| 4 |
+
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
| 5 |
+
*.ckpt filter=lfs diff=lfs merge=lfs -text
|
| 6 |
+
*.ftz filter=lfs diff=lfs merge=lfs -text
|
| 7 |
+
*.gz filter=lfs diff=lfs merge=lfs -text
|
| 8 |
+
*.h5 filter=lfs diff=lfs merge=lfs -text
|
| 9 |
+
*.joblib filter=lfs diff=lfs merge=lfs -text
|
| 10 |
+
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
| 11 |
+
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
| 12 |
+
*.model filter=lfs diff=lfs merge=lfs -text
|
| 13 |
+
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
| 14 |
+
*.npy filter=lfs diff=lfs merge=lfs -text
|
| 15 |
+
*.npz filter=lfs diff=lfs merge=lfs -text
|
| 16 |
+
*.onnx filter=lfs diff=lfs merge=lfs -text
|
| 17 |
+
*.ot filter=lfs diff=lfs merge=lfs -text
|
| 18 |
+
*.parquet filter=lfs diff=lfs merge=lfs -text
|
| 19 |
+
*.pb filter=lfs diff=lfs merge=lfs -text
|
| 20 |
+
*.pickle filter=lfs diff=lfs merge=lfs -text
|
| 21 |
+
*.pkl filter=lfs diff=lfs merge=lfs -text
|
| 22 |
+
*.pt filter=lfs diff=lfs merge=lfs -text
|
| 23 |
+
*.pth filter=lfs diff=lfs merge=lfs -text
|
| 24 |
+
*.rar filter=lfs diff=lfs merge=lfs -text
|
| 25 |
+
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
| 26 |
+
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
| 27 |
+
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
| 28 |
+
*.tflite filter=lfs diff=lfs merge=lfs -text
|
| 29 |
+
*.tgz filter=lfs diff=lfs merge=lfs -text
|
| 30 |
+
*.wasm filter=lfs diff=lfs merge=lfs -text
|
| 31 |
+
*.xz filter=lfs diff=lfs merge=lfs -text
|
| 32 |
+
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 33 |
+
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 34 |
+
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: creativeml-openrail-m
|
| 3 |
+
language:
|
| 4 |
+
- en
|
| 5 |
+
thumbnail:
|
| 6 |
+
tags:
|
| 7 |
+
- text generation
|
| 8 |
+
- conversational
|
| 9 |
+
inference: false
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
# Pygmalion 2.7B
|
| 13 |
+
|
| 14 |
+
## Model description
|
| 15 |
+
|
| 16 |
+
Pymalion 2.7B is a proof-of-concept dialogue model based on EleutherAI's [gpt-neo-2.7B](https://huggingface.co/EleutherAI/gpt-neo-2.7B).
|
| 17 |
+
|
| 18 |
+
**Warning:** This model is **NOT** suitable for use by minors. It **will** output X-rated content under certain circumstances.
|
| 19 |
+
|
| 20 |
+
## Training data
|
| 21 |
+
|
| 22 |
+
The fine-tuning dataset consisted of 56MB of dialogue data gathered from multiple sources, which includes both real _and_ partially machine-generated conversations.
|
| 23 |
+
|
| 24 |
+
## Training procedure
|
| 25 |
+
|
| 26 |
+
Model weights were initialized from the `uft-2.7b` ConvoGPT model made available in [this commit](https://huggingface.co/hakurei/convogpt/tree/07707377dee0aa7d1ee5363ef660b13eb5b73f9d/2.7b-uft).
|
| 27 |
+
|
| 28 |
+
The model was then further fine-tuned on ~48.5 million tokens for ~5k steps on 4 NVIDIA A40s using DeepSpeed.
|
| 29 |
+
|
| 30 |
+
## Intended use
|
| 31 |
+
|
| 32 |
+
### The easy way
|
| 33 |
+
|
| 34 |
+
We plan to provide a notebook with a Gradio UI for playing around with the model shortly. Until then, please refer to the section below for manual usage.
|
| 35 |
+
|
| 36 |
+
### The manual way
|
| 37 |
+
|
| 38 |
+
The model can be used as a regular text generation model, but it'll perform best if the input prompt adheres to the following format:
|
| 39 |
+
|
| 40 |
+
```
|
| 41 |
+
[CHARACTER]'s Persona: [A few sentences about the character you want the model to play]
|
| 42 |
+
<START>
|
| 43 |
+
[DIALOGUE HISTORY]
|
| 44 |
+
You: [Your input message here]
|
| 45 |
+
[CHARACTER]:
|
| 46 |
+
```
|
| 47 |
+
|
| 48 |
+
Where `[CHARACTER]` is, as you can probably guess, the name of the character you want the model to portray, `<START>` should be used verbatim as a delimiter token to separate persona and scenario data from the dialogue, and `[DIALOGUE HISTORY]` is chat history so the model can have some conversational context to draw from. Ideally it'll be pairs of messages like:
|
| 49 |
+
|
| 50 |
+
```
|
| 51 |
+
[CHARACTER]: [some dialogue here]
|
| 52 |
+
You: [your response to the dialogue above]
|
| 53 |
+
```
|
| 54 |
+
|
| 55 |
+
Apart from chat history, you can also just add example conversations in `[DIALOGUE HISTORY]` to show how the character should speak - ideally at the beginning, so it doesn't get confused as to what's conversation history vs. character definition.
|
| 56 |
+
|
| 57 |
+
## Known issues
|
| 58 |
+
|
| 59 |
+
We haven't played around with the model enough to enumerate them. Feel free to give us some feedback!
|
config.json
ADDED
|
@@ -0,0 +1,81 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "pygmalion-2.7b",
|
| 3 |
+
"activation_function": "gelu_new",
|
| 4 |
+
"architectures": [
|
| 5 |
+
"GPTNeoForCausalLM"
|
| 6 |
+
],
|
| 7 |
+
"attention_dropout": 0,
|
| 8 |
+
"attention_layers": [
|
| 9 |
+
"global",
|
| 10 |
+
"local",
|
| 11 |
+
"global",
|
| 12 |
+
"local",
|
| 13 |
+
"global",
|
| 14 |
+
"local",
|
| 15 |
+
"global",
|
| 16 |
+
"local",
|
| 17 |
+
"global",
|
| 18 |
+
"local",
|
| 19 |
+
"global",
|
| 20 |
+
"local",
|
| 21 |
+
"global",
|
| 22 |
+
"local",
|
| 23 |
+
"global",
|
| 24 |
+
"local",
|
| 25 |
+
"global",
|
| 26 |
+
"local",
|
| 27 |
+
"global",
|
| 28 |
+
"local",
|
| 29 |
+
"global",
|
| 30 |
+
"local",
|
| 31 |
+
"global",
|
| 32 |
+
"local",
|
| 33 |
+
"global",
|
| 34 |
+
"local",
|
| 35 |
+
"global",
|
| 36 |
+
"local",
|
| 37 |
+
"global",
|
| 38 |
+
"local",
|
| 39 |
+
"global",
|
| 40 |
+
"local"
|
| 41 |
+
],
|
| 42 |
+
"attention_types": [
|
| 43 |
+
[
|
| 44 |
+
[
|
| 45 |
+
"global",
|
| 46 |
+
"local"
|
| 47 |
+
],
|
| 48 |
+
16
|
| 49 |
+
]
|
| 50 |
+
],
|
| 51 |
+
"bos_token_id": 50256,
|
| 52 |
+
"embed_dropout": 0,
|
| 53 |
+
"eos_token_id": 50256,
|
| 54 |
+
"hidden_size": 2560,
|
| 55 |
+
"initializer_range": 0.02,
|
| 56 |
+
"intermediate_size": null,
|
| 57 |
+
"layer_norm_epsilon": 1e-05,
|
| 58 |
+
"max_position_embeddings": 2048,
|
| 59 |
+
"model_type": "gpt_neo",
|
| 60 |
+
"num_heads": 20,
|
| 61 |
+
"num_layers": 32,
|
| 62 |
+
"resid_dropout": 0,
|
| 63 |
+
"summary_activation": null,
|
| 64 |
+
"summary_first_dropout": 0.1,
|
| 65 |
+
"summary_proj_to_labels": true,
|
| 66 |
+
"summary_type": "cls_index",
|
| 67 |
+
"summary_use_proj": true,
|
| 68 |
+
"task_specific_params": {
|
| 69 |
+
"text-generation": {
|
| 70 |
+
"do_sample": true,
|
| 71 |
+
"max_length": 50,
|
| 72 |
+
"temperature": 0.9
|
| 73 |
+
}
|
| 74 |
+
},
|
| 75 |
+
"tokenizer_class": "GPT2Tokenizer",
|
| 76 |
+
"torch_dtype": "float16",
|
| 77 |
+
"transformers_version": "4.26.0.dev0",
|
| 78 |
+
"use_cache": false,
|
| 79 |
+
"vocab_size": 50257,
|
| 80 |
+
"window_size": 256
|
| 81 |
+
}
|
merges.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:81840c515baa22ee87d9bcd53d62f06d51a058947739e88011dcaec858ebb383
|
| 3 |
+
size 5436910620
|
runs/events.out.tfevents.1672861513.uft-2.228070.0
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c3906e7e1f06c2261c23aa58c7ebb45f16ec335ee40384b842fc0e9960fedc23
|
| 3 |
+
size 541725
|
runs/events.out.tfevents.1672879694.uft-2.389061.0
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1696c3cd881a970f8a9cd3471f0277a932e5ac9c10682adfb79fdde658cdb18e
|
| 3 |
+
size 40288
|
runs/events.out.tfevents.1672880794.uft-2.399187.0
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0e889ef19714d61c40ea8370848a185e9cc053328e77b89dede6ac0e33468106
|
| 3 |
+
size 116527
|
runs/events.out.tfevents.1672889057.uft-2.472434.0
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:eaa947d6345a66c66cf852b2c1994b75e63f008c93607dc3a9b31ace80bedf7b
|
| 3 |
+
size 1500826
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": "<|endoftext|>",
|
| 3 |
+
"eos_token": "<|endoftext|>",
|
| 4 |
+
"pad_token": "<|endoftext|>",
|
| 5 |
+
"unk_token": "<|endoftext|>"
|
| 6 |
+
}
|
tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,33 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": false,
|
| 3 |
+
"bos_token": {
|
| 4 |
+
"__type": "AddedToken",
|
| 5 |
+
"content": "<|endoftext|>",
|
| 6 |
+
"lstrip": false,
|
| 7 |
+
"normalized": true,
|
| 8 |
+
"rstrip": false,
|
| 9 |
+
"single_word": false
|
| 10 |
+
},
|
| 11 |
+
"eos_token": {
|
| 12 |
+
"__type": "AddedToken",
|
| 13 |
+
"content": "",
|
| 14 |
+
"lstrip": false,
|
| 15 |
+
"normalized": true,
|
| 16 |
+
"rstrip": false,
|
| 17 |
+
"single_word": false
|
| 18 |
+
},
|
| 19 |
+
"errors": "replace",
|
| 20 |
+
"model_max_length": 2048,
|
| 21 |
+
"name_or_path": "pygmalion-2.7b",
|
| 22 |
+
"pad_token": "",
|
| 23 |
+
"special_tokens_map_file": null,
|
| 24 |
+
"tokenizer_class": "GPT2Tokenizer",
|
| 25 |
+
"unk_token": {
|
| 26 |
+
"__type": "AddedToken",
|
| 27 |
+
"content": "<|endoftext|>",
|
| 28 |
+
"lstrip": false,
|
| 29 |
+
"normalized": true,
|
| 30 |
+
"rstrip": false,
|
| 31 |
+
"single_word": false
|
| 32 |
+
}
|
| 33 |
+
}
|
vocab.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|