初始化项目,由ModelHub XC社区提供模型
Model: QuantaSparkLabs/Mimicer Source: Original Platform
This commit is contained in:
35
.gitattributes
vendored
Normal file
35
.gitattributes
vendored
Normal file
@@ -0,0 +1,35 @@
|
|||||||
|
*.7z filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.arrow filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.bin filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.ckpt filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.ftz filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.gz filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.h5 filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.joblib filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.model filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.npy filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.npz filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.onnx filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.ot filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.parquet filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.pb filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.pickle filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.pkl filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.pt filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.pth filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.rar filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
||||||
|
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.tar filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.tflite filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.tgz filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.wasm filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.xz filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.zip filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.zst filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
||||||
122
README.md
Normal file
122
README.md
Normal file
@@ -0,0 +1,122 @@
|
|||||||
|
---
|
||||||
|
license: apache-2.0
|
||||||
|
language:
|
||||||
|
- en
|
||||||
|
tags:
|
||||||
|
- assistant
|
||||||
|
- chatbot
|
||||||
|
- distilgpt2
|
||||||
|
- finetuned
|
||||||
|
- experimental
|
||||||
|
- mimicer
|
||||||
|
pipeline_tag: text-generation
|
||||||
|
library_name: transformers
|
||||||
|
---
|
||||||
|
|
||||||
|
<div align="center">
|
||||||
|
|
||||||
|
# 🎭 Mimicer
|
||||||
|
|
||||||
|
### *The model that learns to mirror.*
|
||||||
|
|
||||||
|
**For fun!** 🚀
|
||||||
|
|
||||||
|
</div>
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 🚀 Overview
|
||||||
|
|
||||||
|
Mimicer is an experimental language model fine-tuned to reproduce text patterns and mirror user inputs.
|
||||||
|
|
||||||
|
Unlike traditional assistants optimized for reasoning or instruction following, Mimicer explores identity mapping and response replication through supervised fine-tuning.
|
||||||
|
|
||||||
|
This project serves as a learning platform for model training, dataset design, Hugging Face deployment, and transformer fine-tuning workflows.
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 📊 Model Details
|
||||||
|
|
||||||
|
| Property | Value |
|
||||||
|
| ---------------- | ------------------------- |
|
||||||
|
| Base Model | DistilGPT2 |
|
||||||
|
| Parameters | 81.9M |
|
||||||
|
| Architecture | GPT-2 Decoder |
|
||||||
|
| Fine-Tuning | Supervised |
|
||||||
|
| Training Samples | 2,500 |
|
||||||
|
| Context Length | 40 Tokens |
|
||||||
|
| Framework | Hugging Face Transformers |
|
||||||
|
| Hardware | NVIDIA T4 |
|
||||||
|
| Repository | QuantaSparkLabs/Mimicer |
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## ⚙️ Training Objective
|
||||||
|
|
||||||
|
Training samples follow a structured format:
|
||||||
|
|
||||||
|
```text
|
||||||
|
Input: Hello world
|
||||||
|
Output: Hello world
|
||||||
|
```
|
||||||
|
|
||||||
|
The objective is to teach the model to reproduce the provided text after the `Output:` prompt.
|
||||||
|
|
||||||
|
Example:
|
||||||
|
|
||||||
|
```text
|
||||||
|
Input: How are you?
|
||||||
|
Output: How are you?
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 💻 Usage
|
||||||
|
|
||||||
|
```python
|
||||||
|
from transformers import AutoTokenizer, AutoModelForCausalLM
|
||||||
|
|
||||||
|
model = AutoModelForCausalLM.from_pretrained(
|
||||||
|
"QuantaSparkLabs/Mimicer"
|
||||||
|
)
|
||||||
|
|
||||||
|
tokenizer = AutoTokenizer.from_pretrained(
|
||||||
|
"QuantaSparkLabs/Mimicer"
|
||||||
|
)
|
||||||
|
|
||||||
|
prompt = "Input: hello how are you\nOutput:"
|
||||||
|
|
||||||
|
inputs = tokenizer(prompt, return_tensors="pt")
|
||||||
|
|
||||||
|
outputs = model.generate(
|
||||||
|
**inputs,
|
||||||
|
max_new_tokens=20,
|
||||||
|
do_sample=False
|
||||||
|
)
|
||||||
|
|
||||||
|
print(tokenizer.decode(outputs[0], skip_special_tokens=True))
|
||||||
|
```
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 🔬 Project Goals
|
||||||
|
|
||||||
|
* Learn transformer fine-tuning
|
||||||
|
* Understand dataset design
|
||||||
|
* Explore identity-mapping behavior
|
||||||
|
* Practice Hugging Face model deployment
|
||||||
|
* Build a foundation for future custom models
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
## 📜 License
|
||||||
|
|
||||||
|
Apache 2.0
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
<div align="center">
|
||||||
|
|
||||||
|
### Built by QuantaSparkLabs
|
||||||
|
|
||||||
|
</div>
|
||||||
48
config.json
Normal file
48
config.json
Normal file
@@ -0,0 +1,48 @@
|
|||||||
|
{
|
||||||
|
"_num_labels": 1,
|
||||||
|
"activation_function": "gelu_new",
|
||||||
|
"add_cross_attention": false,
|
||||||
|
"architectures": [
|
||||||
|
"GPT2LMHeadModel"
|
||||||
|
],
|
||||||
|
"attn_pdrop": 0.1,
|
||||||
|
"bos_token_id": 50256,
|
||||||
|
"dtype": "float32",
|
||||||
|
"embd_pdrop": 0.1,
|
||||||
|
"eos_token_id": 50256,
|
||||||
|
"id2label": {
|
||||||
|
"0": "LABEL_0"
|
||||||
|
},
|
||||||
|
"initializer_range": 0.02,
|
||||||
|
"label2id": {
|
||||||
|
"LABEL_0": 0
|
||||||
|
},
|
||||||
|
"layer_norm_epsilon": 1e-05,
|
||||||
|
"model_type": "gpt2",
|
||||||
|
"n_ctx": 1024,
|
||||||
|
"n_embd": 768,
|
||||||
|
"n_head": 12,
|
||||||
|
"n_inner": null,
|
||||||
|
"n_layer": 6,
|
||||||
|
"n_positions": 1024,
|
||||||
|
"pad_token_id": null,
|
||||||
|
"reorder_and_upcast_attn": false,
|
||||||
|
"resid_pdrop": 0.1,
|
||||||
|
"scale_attn_by_inverse_layer_idx": false,
|
||||||
|
"scale_attn_weights": true,
|
||||||
|
"summary_activation": null,
|
||||||
|
"summary_first_dropout": 0.1,
|
||||||
|
"summary_proj_to_labels": true,
|
||||||
|
"summary_type": "cls_index",
|
||||||
|
"summary_use_proj": true,
|
||||||
|
"task_specific_params": {
|
||||||
|
"text-generation": {
|
||||||
|
"do_sample": true,
|
||||||
|
"max_length": 50
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"tie_word_embeddings": true,
|
||||||
|
"transformers_version": "5.10.2",
|
||||||
|
"use_cache": false,
|
||||||
|
"vocab_size": 50257
|
||||||
|
}
|
||||||
6
generation_config.json
Normal file
6
generation_config.json
Normal file
@@ -0,0 +1,6 @@
|
|||||||
|
{
|
||||||
|
"_from_model_config": true,
|
||||||
|
"bos_token_id": 50256,
|
||||||
|
"eos_token_id": 50256,
|
||||||
|
"transformers_version": "5.10.2"
|
||||||
|
}
|
||||||
3
model.safetensors
Normal file
3
model.safetensors
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:4b7e42ef21b96b25a22522ee08e58d06f176b2405222b3e18b6dacdbee619d1a
|
||||||
|
size 327657928
|
||||||
250320
tokenizer.json
Normal file
250320
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
13
tokenizer_config.json
Normal file
13
tokenizer_config.json
Normal file
@@ -0,0 +1,13 @@
|
|||||||
|
{
|
||||||
|
"add_prefix_space": false,
|
||||||
|
"backend": "tokenizers",
|
||||||
|
"bos_token": "<|endoftext|>",
|
||||||
|
"eos_token": "<|endoftext|>",
|
||||||
|
"errors": "replace",
|
||||||
|
"is_local": false,
|
||||||
|
"local_files_only": false,
|
||||||
|
"model_max_length": 1024,
|
||||||
|
"pad_token": "<|endoftext|>",
|
||||||
|
"tokenizer_class": "GPT2Tokenizer",
|
||||||
|
"unk_token": "<|endoftext|>"
|
||||||
|
}
|
||||||
3
training_args.bin
Normal file
3
training_args.bin
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:01ebfe4d4ae9bd1ba84f064ff96bb709ef081a33f7ec47c36379081b124b3b24
|
||||||
|
size 5137
|
||||||
Reference in New Issue
Block a user