初始化项目,由ModelHub XC社区提供模型
Model: prajwal55/slm-125m-base 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
|
||||
68
README.md
Normal file
68
README.md
Normal file
@@ -0,0 +1,68 @@
|
||||
---
|
||||
license: apache-2.0
|
||||
language:
|
||||
- en
|
||||
tags:
|
||||
- legal
|
||||
- finance
|
||||
- llama
|
||||
pipeline_tag: text-generation
|
||||
---
|
||||
|
||||
# slm-125m-base
|
||||
|
||||
A 126M-parameter Llama-architecture base model pretrained **from
|
||||
scratch** on US case law, SEC filings, and educational web text. Trained on
|
||||
8xH100 for ~28 minutes at a total project cost of roughly $18.
|
||||
|
||||
This is a **base model**. It has had no instruction tuning, no RLHF, and no
|
||||
safety alignment. It completes text; it does not follow instructions.
|
||||
|
||||
## Architecture
|
||||
|
||||
| | |
|
||||
|---|---|
|
||||
| Parameters | 125,847,552 |
|
||||
| Layers / hidden / heads | 12 / 768 / 12 |
|
||||
| Context length | 1024 |
|
||||
| Vocab | 16384 (byte-level BPE trained on this corpus) |
|
||||
| Tied embeddings | True |
|
||||
|
||||
## Training data
|
||||
|
||||
1.92B tokens, ~76% legal:
|
||||
|
||||
| Source | Tokens | Share |
|
||||
|---|---|---|
|
||||
| `PleIAs/SEC` | 819M | 43% |
|
||||
| `HFforLegal/case-law` | 639M | 33% |
|
||||
| `HuggingFaceFW/fineweb-edu` | 463M | 24% |
|
||||
|
||||
Pipeline: deterministic rule-based cleaning (line filters, boilerplate
|
||||
stripping, repetition and language gates, plus a dictionary-based OCR gate on
|
||||
case law) then MinHash near-dedup, exact dedup, and 13-gram decontamination
|
||||
against the CaseHOLD evaluation set.
|
||||
|
||||
## Training
|
||||
|
||||
2 epochs (3.84B tokens seen), AdamW, cosine schedule to a 6e-05 cooldown,
|
||||
bf16, sequence length 1024, global batch 524,288 tokens.
|
||||
|
||||
## Results
|
||||
|
||||
| Metric | Value |
|
||||
|---|---|
|
||||
| Val perplexity (held-out 1%) | 9.07 |
|
||||
| CaseHOLD (zero-shot, 5-way) | 19.5% |
|
||||
|
||||
CaseHOLD is measured on data excluded from training by 13-gram
|
||||
decontamination, so it is not inflated by leakage. Expect near-chance
|
||||
zero-shot performance: a 125M base model with no task tuning is not
|
||||
competitive on multiple-choice legal reasoning, and this number is a baseline
|
||||
for fine-tuning, not a capability claim.
|
||||
|
||||
## Limitations
|
||||
|
||||
Small, base-only, English-only, 1024-token context. Case-law inputs contain
|
||||
OCR noise that survives filtering. **Not legal or financial advice** and not
|
||||
suitable for any use where an incorrect statement of law carries consequences.
|
||||
30
config.json
Normal file
30
config.json
Normal file
@@ -0,0 +1,30 @@
|
||||
{
|
||||
"architectures": [
|
||||
"LlamaForCausalLM"
|
||||
],
|
||||
"attention_bias": false,
|
||||
"attention_dropout": 0.0,
|
||||
"bos_token_id": 0,
|
||||
"eos_token_id": 1,
|
||||
"head_dim": 64,
|
||||
"hidden_act": "silu",
|
||||
"hidden_size": 768,
|
||||
"initializer_range": 0.02,
|
||||
"intermediate_size": 3072,
|
||||
"max_position_embeddings": 1024,
|
||||
"mlp_bias": false,
|
||||
"model_type": "llama",
|
||||
"num_attention_heads": 12,
|
||||
"num_hidden_layers": 12,
|
||||
"num_key_value_heads": 12,
|
||||
"pretraining_tp": 1,
|
||||
"rms_norm_eps": 1e-05,
|
||||
"rope_scaling": null,
|
||||
"rope_theta": 10000.0,
|
||||
"tie_word_embeddings": true,
|
||||
"torch_dtype": "float32",
|
||||
"transformers_version": "4.46.3",
|
||||
"use_cache": true,
|
||||
"vocab_size": 16384,
|
||||
"pad_token_id": 2
|
||||
}
|
||||
7
generation_config.json
Normal file
7
generation_config.json
Normal file
@@ -0,0 +1,7 @@
|
||||
{
|
||||
"_from_model_config": true,
|
||||
"bos_token_id": 0,
|
||||
"eos_token_id": 1,
|
||||
"transformers_version": "4.46.3",
|
||||
"pad_token_id": 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:c185b5323b4ff964da14cb532ba3342afe595532dd73972ff67ebc61ae4cc876
|
||||
size 503405488
|
||||
11
special_tokens_map.json
Normal file
11
special_tokens_map.json
Normal file
@@ -0,0 +1,11 @@
|
||||
{
|
||||
"additional_special_tokens": [
|
||||
"<|user|>",
|
||||
"<|assistant|>",
|
||||
"<|system|>"
|
||||
],
|
||||
"bos_token": "<|bos|>",
|
||||
"eos_token": "<|eos|>",
|
||||
"pad_token": "<|pad|>",
|
||||
"unk_token": "<|unk|>"
|
||||
}
|
||||
80966
tokenizer.json
Normal file
80966
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
72
tokenizer_config.json
Normal file
72
tokenizer_config.json
Normal file
@@ -0,0 +1,72 @@
|
||||
{
|
||||
"added_tokens_decoder": {
|
||||
"0": {
|
||||
"content": "<|bos|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"1": {
|
||||
"content": "<|eos|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"2": {
|
||||
"content": "<|pad|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"3": {
|
||||
"content": "<|unk|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"4": {
|
||||
"content": "<|user|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"5": {
|
||||
"content": "<|assistant|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"6": {
|
||||
"content": "<|system|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [
|
||||
"<|user|>",
|
||||
"<|assistant|>",
|
||||
"<|system|>"
|
||||
],
|
||||
"bos_token": "<|bos|>",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "<|eos|>",
|
||||
"model_max_length": 1000000000000000019884624838656,
|
||||
"pad_token": "<|pad|>",
|
||||
"tokenizer_class": "PreTrainedTokenizerFast",
|
||||
"unk_token": "<|unk|>"
|
||||
}
|
||||
Reference in New Issue
Block a user