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Model: KoboldAI/PPO_Pygway-6b-Mix Source: Original Platform
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---
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language: en
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license: apache-2.0
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commercial: 'no'
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inference: false
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---
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# GPT-J 6B - PPO_Pygway Mix
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## Model description
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This is a merged model, using a weighted parameter blend strategy at a (20:20:60) ratio between the models:
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- [20%] - KoboldAI/GPT-J-6B-Janeway: https://huggingface.co/KoboldAI/GPT-J-6B-Janeway
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- [20%] - reciprocate/ppo_hh_gpt-j: https://huggingface.co/reciprocate/ppo_hh_gpt-j
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- [60%] - Pygmalion/Pygmalion-6b: https://huggingface.co/Pygmalion/Pygmalion-6b
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By their respective authors.
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**Warning: PPO_Pygway-6b may generate NSFW or inappropriate content due to the base models (Mainly [Pygmalion/Pygmalion-6b](https://huggingface.co/Pygmalion/Pygmalion-6b)) being trained on general user logs, and internet archives.**
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### Intended Use:
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Research purposes only, intended for responsible use.
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Express a conversation in natural language, and PPO_Pygmalion will pick up on the conversational format.
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Try starting a two line prompt such as:
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```
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Bot: "Hello, how are you?"
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You: "I am doing just fine, thank you."
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```
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Or any other topic, and the model will carry on in this back and forth style.
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## Information:
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For more details, check out the related source models, especially [Pygmalion/Pygmalion-6b](https://huggingface.co/Pygmalion/Pygmalion-6b) for more information on how to utilize the chat bot formatting expected.
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In a similar manner to fine-tuning, merging weights does not add information but transforms it, therefore it is important to consider trade-offs.
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PPO_Pygway combines `ppo_hh_gpt-j`, `Janeway-6b` and `Pygmalion-6b`; all three models were blended in a two step process using a simple weighted parameter method
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```
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(X*A + Y*B)
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```
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With X & Y being the model weighs, and A/B being how strongly they are represented within the final value.
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The intent of this is to elevate the end-model by borrowing the strongly represented aspects out of each base model,
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but may also weaken other faces of each model, which can be desirable if the base models have problematic traits that need to be worked on.
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Blend was done in FP32 and output saved in FP16 for reduced storage needs.
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## Limitations and biases
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Based on known problems with NLP technology, potential relevant factors include bias (gender, profession, race and religion).
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<ins>Warning: This model has a moderate NSFW bias.</ins>
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### License
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GPT-J-6b is licensed by EleutherAI under the apache-2.0 license. All Rights Reserved.
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### BibTeX entry and citation info
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```
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@misc{gpt-j,
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author = {Wang, Ben and Komatsuzaki, Aran},
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title = {{GPT-J-6B: A 6 Billion Parameter Autoregressive Language Model}},
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howpublished = {\url{https://github.com/kingoflolz/mesh-transformer-jax}},
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year = 2021,
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month = May
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}
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```
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### Credits To:
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Models involved:
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- https://huggingface.co/EleutherAI/gpt-j-6B
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- https://huggingface.co/Pygmalion/Pygmalion-6b
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- https://huggingface.co/reciprocate/ppo_hh_gpt-j
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- https://huggingface.co/KoboldAI/GPT-J-6B-Janeway
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Average weights merging Script credit to Concedo:
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- https://huggingface.co/concedo
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### Related datasets and articles:
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PPO_HH-GPT-J-6b's Dataset is a variant of the Helpful Harmless assistant themed
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dataset and Proximal Policy Optimization, specific datasets
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used are unknown; listed repo datasets include:
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- https://huggingface.co/datasets/reciprocate/summarize_eval_ilql
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- https://huggingface.co/datasets/reciprocate/hh_eval_ilql
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PPO explained:
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- https://paperswithcode.com/method/ppo
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Potential HH-type datasets utilized:
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- https://huggingface.co/HuggingFaceH4
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- https://huggingface.co/datasets/Anthropic/hh-rlhf
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No formal evaluation is available for this model at this time.
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It is recommend to use this model with the KoboldAI software. All feedback and comments can be directed to TeH_Venom on the KoboldAI discord.
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}
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{
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"_name_or_path": "TehVenom_PPO_Pygway-6b",
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"activation_function": "gelu_new",
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"architectures": [
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"GPTJForCausalLM"
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],
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"attn_pdrop": 0.0,
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"bos_token_id": 50256,
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"embd_pdrop": 0.0,
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"eos_token_id": 50256,
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"gradient_checkpointing": false,
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"initializer_range": 0.02,
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"layer_norm_epsilon": 1e-05,
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"model_type": "gptj",
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"n_embd": 4096,
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"n_head": 16,
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"n_inner": null,
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"n_layer": 28,
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"n_positions": 2048,
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"resid_pdrop": 0.0,
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"rotary_dim": 64,
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|
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|
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|
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|
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|
||||||
|
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|
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|
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|
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|
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|
||||||
|
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|
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|
||||||
|
"transformer.ln_f.bias": "model-00006-of-00006.safetensors",
|
||||||
|
"transformer.ln_f.weight": "model-00006-of-00006.safetensors",
|
||||||
|
"transformer.wte.weight": "model-00001-of-00006.safetensors"
|
||||||
|
}
|
||||||
|
}
|
||||||
3
pytorch_model-00001-of-00006.bin
Normal file
3
pytorch_model-00001-of-00006.bin
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:cfd638f2ab9d04dcb6e0e6643a320cb66f7440b662e81d982f3f0fb0b6516caa
|
||||||
|
size 2078278875
|
||||||
3
pytorch_model-00002-of-00006.bin
Normal file
3
pytorch_model-00002-of-00006.bin
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:3117dfc012863b5e7d334e77ded8d42549f6519a1c8abece84293dee68967486
|
||||||
|
size 2068098521
|
||||||
3
pytorch_model-00003-of-00006.bin
Normal file
3
pytorch_model-00003-of-00006.bin
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:7ea9660214a13ddb03300372e123cb6623e172e93ffd189f833a1760f3ab7e20
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||||||
|
size 2068098585
|
||||||
3
pytorch_model-00004-of-00006.bin
Normal file
3
pytorch_model-00004-of-00006.bin
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
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||||||
|
oid sha256:d769a557492bcc520ab10de67c04b6d8ac3eb8bbc0a63732b970c4705cf78eea
|
||||||
|
size 2068098585
|
||||||
3
pytorch_model-00005-of-00006.bin
Normal file
3
pytorch_model-00005-of-00006.bin
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:a457dde4ff5f2e917d6455f8321637824f33894d068fb33b441e53bc93a0115e
|
||||||
|
size 2034543815
|
||||||
3
pytorch_model-00006-of-00006.bin
Normal file
3
pytorch_model-00006-of-00006.bin
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:0fe3f2090add4fd14e61533a45b132602a865b9b678c72ffb01d8a35a169f795
|
||||||
|
size 1902199207
|
||||||
3
pytorch_model.bin.index.json
Normal file
3
pytorch_model.bin.index.json
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
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||||||
|
oid sha256:36ca2ec998fa5b99a1e067bb2536bdbb23973b7405d065ac31a7266c08ce9d53
|
||||||
|
size 25832
|
||||||
24
special_tokens_map.json
Normal file
24
special_tokens_map.json
Normal file
@@ -0,0 +1,24 @@
|
|||||||
|
{
|
||||||
|
"bos_token": {
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": true,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"eos_token": {
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": true,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"pad_token": "<|endoftext|>",
|
||||||
|
"unk_token": {
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": true,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
}
|
||||||
|
}
|
||||||
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:865b2d46c6da3702eb337c8b6636be40b059c5b3ab175e565800d2c8e7e09ebf
|
||||||
|
size 2135258
|
||||||
32
tokenizer_config.json
Normal file
32
tokenizer_config.json
Normal file
@@ -0,0 +1,32 @@
|
|||||||
|
{
|
||||||
|
"add_prefix_space": false,
|
||||||
|
"bos_token": {
|
||||||
|
"__type": "AddedToken",
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": true,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"eos_token": {
|
||||||
|
"__type": "AddedToken",
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": true,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"errors": "replace",
|
||||||
|
"model_max_length": 1024,
|
||||||
|
"name_or_path": "pygmalion-6b",
|
||||||
|
"special_tokens_map_file": null,
|
||||||
|
"tokenizer_class": "GPT2Tokenizer",
|
||||||
|
"unk_token": {
|
||||||
|
"__type": "AddedToken",
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": true,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
}
|
||||||
|
}
|
||||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user