From fb53c760e95896f9dd42a2a782bab01d86dfe4ac Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 20:59:06 +0100 Subject: [PATCH 001/101] mod --- hft.py | 53 ++++++++++++++++++++++-------------------------- requirements.txt | 8 ++++++++ 2 files changed, 32 insertions(+), 29 deletions(-) create mode 100644 requirements.txt diff --git a/hft.py b/hft.py index a3069f3..0e14915 100644 --- a/hft.py +++ b/hft.py @@ -12,7 +12,7 @@ import json from collections import defaultdict from huggingface_hub import login -# Konfiguracja +# Konfiguracja środowiska os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" login(token="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") @@ -94,30 +94,6 @@ def prepare_dataset(directory, catalog_path, source_mapper): }) return data -def tokenize_function(examples): - tokenized = tokenizer( - examples["text"], - truncation=True, - padding="max_length", - max_length=512, - return_tensors="pt" - ) - tokenized["labels"] = tokenized["input_ids"].clone() - tokenized["source_idx"] = examples["source_idx"] - return tokenized - -def custom_collate_fn(batch): - input_ids = torch.stack([torch.tensor(b["input_ids"]) for b in batch]) - attention_mask = torch.stack([torch.tensor(b["attention_mask"]) for b in batch]) - labels = torch.stack([torch.tensor(b["labels"]) for b in batch]) - source_idx = torch.tensor([b.get("source_idx", -1) for b in batch], dtype=torch.long) - return { - "input_ids": input_ids, - "attention_mask": attention_mask, - "labels": labels, - "source_idx": source_idx - } - class CustomModel(nn.Module): def __init__(self, model_name, config): super().__init__() @@ -135,6 +111,13 @@ class CustomModel(nn.Module): def generate(self, *args, **kwargs): return self.base_model.generate(*args, **kwargs) +class CustomTrainer(Trainer): + def compute_loss(self, model, inputs, return_outputs=False, **kwargs): + labels = inputs.pop("labels") + source_idx = inputs.pop("source_idx", None) + outputs = model(**inputs, labels=labels, source_idx=source_idx) + return (outputs.loss, outputs) if return_outputs else outputs.loss + def main(): # Inicjalizacja source_mapper = SourceMapper() @@ -146,6 +129,20 @@ def main(): catalog_path = "file_catalog.json" data = prepare_dataset("files", catalog_path, source_mapper) dataset = Dataset.from_list(data) + + # Tokenizacja + def tokenize_function(examples): + tokenized = tokenizer( + examples["text"], + truncation=True, + padding="max_length", + max_length=512, + return_tensors="pt" + ) + tokenized["labels"] = tokenized["input_ids"].clone() + tokenized["source_idx"] = examples["source_idx"] + return tokenized + tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=8) # Model @@ -168,11 +165,10 @@ def main(): report_to="none" ) - trainer = Trainer( + trainer = CustomTrainer( model=model, args=training_args, train_dataset=tokenized_dataset, - data_collator=custom_collate_fn, ) print("Rozpoczęcie treningu...") trainer.train() @@ -192,8 +188,7 @@ def main(): pad_token_id=tokenizer.eos_token_id ) - answer = tokenizer.decode(outputs[0], skip_special_tokens=True) - answer = answer.replace(question, "").strip() + answer = tokenizer.decode(outputs[0], skip_special_tokens=True).replace(question, "").strip() sources = set() for match in re.finditer(r'Art\.\s+\d+', answer): diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..cfc1745 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,8 @@ +torch>=2.0.1 +transformers>=4.30.2 +datasets>=2.13.1 +Pillow>=9.4.0 +pytesseract>=0.3.10 +python-docx>=0.8.11 +PyPDF2>=3.0.1 +huggingface-hub>=0.16.4 \ No newline at end of file From 7c7391b608810991d68a512f51f8d0b41ab71aa6 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:16:54 +0100 Subject: [PATCH 002/101] mod --- file_catalog.json | 6 ++++-- files/Ustawa o Państwowej inspekcji pracy.pdf | Bin 452378 -> 0 bytes files/ustawaopanstwowejinspekcjipracy.pdf | Bin 0 -> 784411 bytes 3 files changed, 4 insertions(+), 2 deletions(-) delete mode 100644 files/Ustawa o Państwowej inspekcji pracy.pdf create mode 100644 files/ustawaopanstwowejinspekcjipracy.pdf diff --git a/file_catalog.json b/file_catalog.json index cd37ea0..b5f0702 100644 --- a/file_catalog.json +++ b/file_catalog.json @@ -1,3 +1,5 @@ { - "kodekspracy.md": "Kodeks pracy" -} \ No newline at end of file + "kodekspracy": "Kodeks Pracy", + "urlopproporcjonalny": "Rozporządzenie BHP", + "ustawaopanstwowejinspekcjipracy": "Ustawa o Państwowej inspekcji pracy" + } \ No newline at end of file diff --git a/files/Ustawa o Państwowej inspekcji pracy.pdf b/files/Ustawa o Państwowej inspekcji pracy.pdf deleted file mode 100644 index b3a7d5eabccd2ce2e99e785f545a00b7a132973c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 452378 zcmdqJ1yo$iwl<0cf(F+hjRtRMT!T9VcZbHE#x(?YcbDMqngB@%?hqsdLU2id0Kp%! zvv+d#x#yno-}ApW-en9}-K)QlID)}Sc6JZ| 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z=+AX@<@@nx94aTir|SN{|A?ykN@}jZpuUykLgSvZVD9G4`;P2iFn8huI++D?|NnF^ ieY8J6lv2G)^HZ}Y3f)LrxQkEr+_SALKJydx{Qm+)2FBa~ literal 0 HcmV?d00001 From fcb4d25d8f5d3f17080e8d04e020ddc261dab84e Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:17:17 +0100 Subject: [PATCH 003/101] mod --- hft.py | 64 +++++++++++++++++++++++++++++++--------------------------- 1 file changed, 34 insertions(+), 30 deletions(-) diff --git a/hft.py b/hft.py index 0e14915..48c9019 100644 --- a/hft.py +++ b/hft.py @@ -3,19 +3,15 @@ import torch import torch.nn as nn from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer from datasets import Dataset -from PIL import Image import re -import pytesseract -import docx2txt -import PyPDF2 import json from collections import defaultdict from huggingface_hub import login -# Konfiguracja środowiska +# Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="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") +login(token="TWÓJ_TOKEN_HF") # Zastąp swoim tokenem class SourceMapper: def __init__(self): @@ -38,7 +34,8 @@ def load_file_catalog(catalog_path): return json.load(file) def identify_legal_document(filename, file_catalog): - return file_catalog.get(filename, "Opracowanie własne") + base_name = os.path.splitext(filename)[0] + return file_catalog.get(base_name, "Opracowanie własne") def extract_text_from_file(file_path): _, ext = os.path.splitext(file_path) @@ -56,8 +53,6 @@ def extract_text_from_file(file_path): return text elif ext in ['.doc', '.docx']: return docx2txt.process(file_path) - elif ext in ['.jpg', '.jpeg', '.png', '.bmp', '.tiff']: - return pytesseract.image_to_string(Image.open(file_path)) else: return "" @@ -73,10 +68,11 @@ def prepare_dataset(directory, catalog_path, source_mapper): continue doc_type = identify_legal_document(file, file_catalog) + if doc_type != "Opracowanie własne": - articles = re.split(r'(Art\.\s+\d+[\.\s])', text) + articles = re.split(r'(#+\s*Art\.\s*\d+[\.\s]?)', text) for i in range(1, len(articles), 2): - article_number = articles[i].strip() + article_number = re.sub(r'#+\s*', '', articles[i].strip()) article_content = articles[i+1].strip() if i+1 < len(articles) else "" source = f"{doc_type}, {article_number}" source_mapper.add_source(source) @@ -130,7 +126,6 @@ def main(): data = prepare_dataset("files", catalog_path, source_mapper) dataset = Dataset.from_list(data) - # Tokenizacja def tokenize_function(examples): tokenized = tokenizer( examples["text"], @@ -154,44 +149,53 @@ def main(): # Trening training_args = TrainingArguments( output_dir="./results", - num_train_epochs=3, + num_train_epochs=5, per_device_train_batch_size=2, gradient_accumulation_steps=4, - learning_rate=2e-5, + learning_rate=3e-5, fp16=torch.cuda.is_available(), - logging_steps=1, + logging_steps=10, save_strategy="steps", save_steps=1000, - report_to="none" + report_to="none", + weight_decay=0.01 ) trainer = CustomTrainer( model=model, args=training_args, train_dataset=tokenized_dataset, + data_collator=lambda x: x ) print("Rozpoczęcie treningu...") trainer.train() # Testowanie def generate_answer(question): - inputs = tokenizer(question, return_tensors="pt").to(device) + inputs = tokenizer( + f"[PYTANIE PRAWNE] {question}", + return_tensors="pt", + truncation=True, + max_length=512 + ).to(device) - outputs = model.generate( - **inputs, - max_new_tokens=200, - temperature=0.7, - top_p=0.9, - do_sample=True, - repetition_penalty=1.2, - no_repeat_ngram_size=2, - pad_token_id=tokenizer.eos_token_id - ) + with torch.no_grad(): + outputs = model.generate( + **inputs, + max_new_tokens=200, + temperature=0.7, + top_p=0.9, + do_sample=True, + repetition_penalty=1.5, + no_repeat_ngram_size=3, + pad_token_id=tokenizer.eos_token_id + ) - answer = tokenizer.decode(outputs[0], skip_special_tokens=True).replace(question, "").strip() + answer = tokenizer.decode(outputs[0], skip_special_tokens=True) + answer = answer.split("[PYTANIE PRAWNE]")[-1].strip() sources = set() - for match in re.finditer(r'Art\.\s+\d+', answer): + for match in re.finditer(r'Art\.\s*\d+', answer): article_ref = match.group(0).strip() for idx, source in source_mapper.idx_to_source.items(): if article_ref in source: @@ -203,7 +207,7 @@ def main(): "sources": list(sources) if sources else ["Opracowanie własne"] } - # Przykładowe testy + # Testy test_questions = [ "Jakie są zasady udzielania urlopu wypoczynkowego?", "Co mówi art. 154 kodeksu pracy?", From e301c7bd180f0f111f154489598642c5b8ee7f42 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:18:43 +0100 Subject: [PATCH 004/101] mod --- hft.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/hft.py b/hft.py index 48c9019..d13d2fd 100644 --- a/hft.py +++ b/hft.py @@ -11,7 +11,7 @@ from huggingface_hub import login # Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="TWÓJ_TOKEN_HF") # Zastąp swoim tokenem +login(token="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") # Zastąp swoim tokenem class SourceMapper: def __init__(self): From cce55fd149984ff0eb30352be33aafba8af44f72 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:20:11 +0100 Subject: [PATCH 005/101] mod --- file_catalog.json | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/file_catalog.json b/file_catalog.json index b5f0702..ef08988 100644 --- a/file_catalog.json +++ b/file_catalog.json @@ -1,5 +1,4 @@ { "kodekspracy": "Kodeks Pracy", - "urlopproporcjonalny": "Rozporządzenie BHP", - "ustawaopanstwowejinspekcjipracy": "Ustawa o Państwowej inspekcji pracy" - } \ No newline at end of file + "urlopproporcjonalny": "Rozporządzenie BHP" +} \ No newline at end of file From 7b6dad7f2b35c1fb6f224394bd5366389a15fd1f Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:21:03 +0100 Subject: [PATCH 006/101] mod --- file_catalog.json | 3 ++- hft.py | 4 ++++ 2 files changed, 6 insertions(+), 1 deletion(-) diff --git a/file_catalog.json b/file_catalog.json index ef08988..128779e 100644 --- a/file_catalog.json +++ b/file_catalog.json @@ -1,4 +1,5 @@ { "kodekspracy": "Kodeks Pracy", - "urlopproporcjonalny": "Rozporządzenie BHP" + "urlopproporcjonalny": "Rozporządzenie BHP", + "ustawaopanstwowejinspekcjipracy": "Ustawa o Państwowej inspekcji pracy" } \ No newline at end of file diff --git a/hft.py b/hft.py index d13d2fd..a0d6f54 100644 --- a/hft.py +++ b/hft.py @@ -7,6 +7,10 @@ import re import json from collections import defaultdict from huggingface_hub import login +import PyPDF2 # Dodane +import docx2txt # Dodane +import pytesseract # Dodane +from PIL import Image # Dodane # Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' From 0db71fc40d2e5a63a05b4c095a6fe323c4bf7598 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:23:33 +0100 Subject: [PATCH 007/101] mod --- hft.py | 34 ++++++++++++++++++++++++---------- 1 file changed, 24 insertions(+), 10 deletions(-) diff --git a/hft.py b/hft.py index a0d6f54..90ac2be 100644 --- a/hft.py +++ b/hft.py @@ -5,17 +5,17 @@ from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, from datasets import Dataset import re import json +import PyPDF2 +import docx2txt +import pytesseract +from PIL import Image from collections import defaultdict from huggingface_hub import login -import PyPDF2 # Dodane -import docx2txt # Dodane -import pytesseract # Dodane -from PIL import Image # Dodane # Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="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") # Zastąp swoim tokenem +login(token="TWÓJ_TOKEN_HF") class SourceMapper: def __init__(self): @@ -57,6 +57,8 @@ def extract_text_from_file(file_path): return text elif ext in ['.doc', '.docx']: return docx2txt.process(file_path) + elif ext in ['.jpg', '.jpeg', '.png', '.bmp', '.tiff']: + return pytesseract.image_to_string(Image.open(file_path)) else: return "" @@ -138,12 +140,23 @@ def main(): max_length=512, return_tensors="pt" ) - tokenized["labels"] = tokenized["input_ids"].clone() - tokenized["source_idx"] = examples["source_idx"] - return tokenized + return { + "input_ids": tokenized["input_ids"], + "attention_mask": tokenized["attention_mask"], + "labels": tokenized["input_ids"].clone(), + "source_idx": examples["source_idx"] + } tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=8) + def custom_collate_fn(features): + return { + "input_ids": torch.stack([torch.tensor(f["input_ids"]) for f in features]), + "attention_mask": torch.stack([torch.tensor(f["attention_mask"]) for f in features]), + "labels": torch.stack([torch.tensor(f["labels"]) for f in features]), + "source_idx": torch.tensor([f["source_idx"] for f in features], dtype=torch.long) + } + # Model config = AutoModelForCausalLM.from_pretrained(model_name).config model = CustomModel(model_name, config) @@ -162,14 +175,15 @@ def main(): save_strategy="steps", save_steps=1000, report_to="none", - weight_decay=0.01 + weight_decay=0.01, + remove_unused_columns=False ) trainer = CustomTrainer( model=model, args=training_args, train_dataset=tokenized_dataset, - data_collator=lambda x: x + data_collator=custom_collate_fn ) print("Rozpoczęcie treningu...") trainer.train() From 0b00a502dba89aa61b88849ac5053f72d1d6faf3 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:23:55 +0100 Subject: [PATCH 008/101] mod --- hft.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/hft.py b/hft.py index 90ac2be..972ffb9 100644 --- a/hft.py +++ b/hft.py @@ -15,7 +15,7 @@ from huggingface_hub import login # Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="TWÓJ_TOKEN_HF") +login(token="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") class SourceMapper: def __init__(self): From f97eeea435068a7b0bc643b0dcc0c01a82988234 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:30:01 +0100 Subject: [PATCH 009/101] mod --- files/{kodekspracy.md => kodekspracy.txt} | 4 +- ...porcjonalny.md => urlopproporcjonalny.txt} | 0 hft.py | 183 ++++++++++++------ 3 files changed, 124 insertions(+), 63 deletions(-) rename files/{kodekspracy.md => kodekspracy.txt} (99%) rename files/{urlopproporcjonalny.md => urlopproporcjonalny.txt} (100%) diff --git a/files/kodekspracy.md b/files/kodekspracy.txt similarity index 99% rename from files/kodekspracy.md rename to files/kodekspracy.txt index 9179a1a..8b1e293 100644 --- a/files/kodekspracy.md +++ b/files/kodekspracy.txt @@ -2,7 +2,7 @@ USTAWA z dnia 26 czerwca 1974 r. -Kodeks pracy1) +Kodeks pracy (Dz. U. z 2023 r. poz. 1465 oraz z 2024 r. poz. 878, 1222, 1871 i 1965) @@ -11,8 +11,6 @@ obowiązuje od dnia 1 stycznia 1975 r. historia od dnia 16 lutego 1998 r. -Preambuła (uchylona) - DZIAŁ PIERWSZY Przepisy ogólne diff --git a/files/urlopproporcjonalny.md b/files/urlopproporcjonalny.txt similarity index 100% rename from files/urlopproporcjonalny.md rename to files/urlopproporcjonalny.txt diff --git a/hft.py b/hft.py index 972ffb9..11798dd 100644 --- a/hft.py +++ b/hft.py @@ -15,7 +15,7 @@ from huggingface_hub import login # Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="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") +login(token="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") # Zastąp swoim tokenem HF class SourceMapper: def __init__(self): @@ -34,66 +34,122 @@ class SourceMapper: return self.idx_to_source.get(idx, "Unknown") def load_file_catalog(catalog_path): - with open(catalog_path, 'r', encoding='utf-8') as file: - return json.load(file) + try: + with open(catalog_path, 'r', encoding='utf-8') as file: + return json.load(file) + except Exception as e: + print(f"Błąd wczytywania katalogu plików: {str(e)}") + return {} def identify_legal_document(filename, file_catalog): base_name = os.path.splitext(filename)[0] return file_catalog.get(base_name, "Opracowanie własne") def extract_text_from_file(file_path): - _, ext = os.path.splitext(file_path) - ext = ext.lower() - - if ext in ['.txt', '.md']: - with open(file_path, 'r', encoding='utf-8') as file: - return file.read() - elif ext == '.pdf': - text = "" - with open(file_path, 'rb') as file: - reader = PyPDF2.PdfReader(file) - for page in reader.pages: - text += page.extract_text() - return text - elif ext in ['.doc', '.docx']: - return docx2txt.process(file_path) - elif ext in ['.jpg', '.jpeg', '.png', '.bmp', '.tiff']: - return pytesseract.image_to_string(Image.open(file_path)) - else: + try: + _, ext = os.path.splitext(file_path) + ext = ext.lower() + + if ext in ['.txt', '.md']: + with open(file_path, 'r', encoding='utf-8') as file: + return file.read() + elif ext == '.pdf': + text = "" + with open(file_path, 'rb') as file: + reader = PyPDF2.PdfReader(file) + for page in reader.pages: + text += page.extract_text() + return text + elif ext in ['.doc', '.docx']: + return docx2txt.process(file_path) + elif ext in ['.jpg', '.jpeg', '.png', '.bmp', '.tiff']: + return pytesseract.image_to_string(Image.open(file_path)) + else: + print(f"Nieobsługiwany format pliku: {ext}") + return "" + except Exception as e: + print(f"Błąd ekstrakcji tekstu: {str(e)}") return "" def prepare_dataset(directory, catalog_path, source_mapper): file_catalog = load_file_catalog(catalog_path) data = [] + print(f"\n{'='*50}\nDIAGNOSTYKA DANYCH\n{'='*50}") + + if not os.path.exists(directory): + print(f"Brak katalogu: {directory}") + return data + for root, _, files in os.walk(directory): + if not files: + print(f"Brak plików w katalogu: {root}") + continue + for file in files: file_path = os.path.join(root, file) - text = extract_text_from_file(file_path) - if not text: + print(f"\nPrzetwarzanie pliku: {file_path}") + + try: + text = extract_text_from_file(file_path) + if not text.strip(): + print("Pominięto - brak tekstu") + continue + + print(f"Długość tekstu: {len(text)} znaków") + + doc_type = identify_legal_document(file, file_catalog) + print(f"Rozpoznany typ dokumentu: {doc_type}") + + if doc_type != "Opracowanie własne": + articles = re.split(r'(?i)(#+\s*art\.?\s*\d+[\.\s]?)', text) + print(f"Znaleziono {len(articles)} fragmentów") + + if len(articles) < 2: + print("Brak artykułów w dokumencie prawnym!") + continue + + for i in range(1, len(articles), 2): + article_number = re.sub(r'#+\s*', '', articles[i].strip(), flags=re.IGNORECASE) + article_content = articles[i+1].strip() if i+1 < len(articles) else "" + + if not article_content: + print(f"Pominięto pusty artykuł: {article_number}") + continue + + source = f"{doc_type}, {article_number}" + print(f"Dodano artykuł: {source}") + + source_mapper.add_source(source) + data.append({ + "text": f"{article_number} {article_content}", + "source_idx": source_mapper.get_idx(source) + }) + else: + print("Traktowanie jako opracowanie własne") + clean_text = re.sub(r'\s+', ' ', text).strip() + chunks = [clean_text[i:i+512] for i in range(0, len(clean_text), 512)] + chunks = [c for c in chunks if c.strip()] + + for chunk in chunks: + data.append({ + "text": chunk, + "source_idx": -1 + }) + print(f"Dodano {len(chunks)} chunków") + + except Exception as e: + print(f"Błąd podczas przetwarzania pliku: {str(e)}") continue - doc_type = identify_legal_document(file, file_catalog) - - if doc_type != "Opracowanie własne": - articles = re.split(r'(#+\s*Art\.\s*\d+[\.\s]?)', text) - for i in range(1, len(articles), 2): - article_number = re.sub(r'#+\s*', '', articles[i].strip()) - article_content = articles[i+1].strip() if i+1 < len(articles) else "" - source = f"{doc_type}, {article_number}" - source_mapper.add_source(source) - - data.append({ - "text": f"{article_number} {article_content}", - "source_idx": source_mapper.get_idx(source) - }) - else: - chunks = [text[i:i+512] for i in range(0, len(text), 512)] - for chunk in chunks: - data.append({ - "text": chunk, - "source_idx": -1 - }) + print(f"\nPodsumowanie przygotowania danych:") + print(f"Łączna liczba przykładów: {len(data)}") + if data: + print("Przykładowy wpis:") + print(json.dumps(data[0], indent=2, ensure_ascii=False)) + else: + print("BRAK DANYCH - sprawdź diagnostykę powyżej") + return data class CustomModel(nn.Module): @@ -104,8 +160,8 @@ class CustomModel(nn.Module): def forward(self, input_ids=None, attention_mask=None, labels=None, source_idx=None, **kwargs): if source_idx is not None: - source_idx = torch.clamp(source_idx, 0, self.source_embedding.num_embeddings-1) - source_embeds = self.source_embedding(source_idx).unsqueeze(1).expand(-1, input_ids.size(1), -1) + valid_indices = torch.clamp(source_idx, 0, self.source_embedding.num_embeddings-1) + source_embeds = self.source_embedding(valid_indices).unsqueeze(1).expand(-1, input_ids.size(1), -1) inputs_embeds = self.base_model.get_input_embeddings()(input_ids) + source_embeds return self.base_model(inputs_embeds=inputs_embeds, attention_mask=attention_mask, labels=labels, **kwargs) return self.base_model(input_ids=input_ids, attention_mask=attention_mask, labels=labels, **kwargs) @@ -130,6 +186,11 @@ def main(): # Przygotowanie danych catalog_path = "file_catalog.json" data = prepare_dataset("files", catalog_path, source_mapper) + + if not data: + print("\nBrak danych do treningu! Sprawdź pliki w katalogu 'files' i diagnostykę powyżej.") + return + dataset = Dataset.from_list(data) def tokenize_function(examples): @@ -141,13 +202,13 @@ def main(): return_tensors="pt" ) return { - "input_ids": tokenized["input_ids"], - "attention_mask": tokenized["attention_mask"], - "labels": tokenized["input_ids"].clone(), + "input_ids": tokenized["input_ids"][0], + "attention_mask": tokenized["attention_mask"][0], + "labels": tokenized["input_ids"][0].clone(), "source_idx": examples["source_idx"] } - tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=8) + tokenized_dataset = dataset.map(tokenize_function, batched=False) def custom_collate_fn(features): return { @@ -166,16 +227,15 @@ def main(): # Trening training_args = TrainingArguments( output_dir="./results", - num_train_epochs=5, + num_train_epochs=3, per_device_train_batch_size=2, gradient_accumulation_steps=4, - learning_rate=3e-5, + learning_rate=2e-5, fp16=torch.cuda.is_available(), logging_steps=10, save_strategy="steps", - save_steps=1000, + save_steps=500, report_to="none", - weight_decay=0.01, remove_unused_columns=False ) @@ -185,13 +245,16 @@ def main(): train_dataset=tokenized_dataset, data_collator=custom_collate_fn ) - print("Rozpoczęcie treningu...") + print("\nRozpoczęcie treningu...") trainer.train() # Testowanie def generate_answer(question): + model.eval() + prompt = f"[PYTANIE PRAWNE] {question}" + inputs = tokenizer( - f"[PYTANIE PRAWNE] {question}", + prompt, return_tensors="pt", truncation=True, max_length=512 @@ -210,13 +273,13 @@ def main(): ) answer = tokenizer.decode(outputs[0], skip_special_tokens=True) - answer = answer.split("[PYTANIE PRAWNE]")[-1].strip() + answer = answer.replace(prompt, "").strip() sources = set() - for match in re.finditer(r'Art\.\s*\d+', answer): + for match in re.finditer(r'(?i)art\.?\s*\d+', answer): article_ref = match.group(0).strip() - for idx, source in source_mapper.idx_to_source.items(): - if article_ref in source: + for source in source_mapper.idx_to_source.values(): + if article_ref.lower() in source.lower(): sources.add(source) return { From b3f2102b2a88582eeb4cccf3abda33a36d00d546 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:35:55 +0100 Subject: [PATCH 010/101] mod --- .DS_Store | Bin 0 -> 6148 bytes hft.py | 44 +++++++++++++++++--------------------------- 2 files changed, 17 insertions(+), 27 deletions(-) create mode 100644 .DS_Store diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..b2cf37d250f33e6f3721afac6800921711fd979d GIT binary patch literal 6148 zcmeHKOH0E*5Z>*>rW7Fug&qT53-*O5UP7#Yz=$4HYC@t0W41J@Ig~=q`iJ}_{vKy` zH_&46C}L+|_nV!^ZsvpRgE7XPMKEB@WQ-Zm5IHIpg62wBO$Q@#IY;W}>CBIXUop+! zG~u^5*#nDM%tE&Q{U81;j?%2(|KzoLqq);ET1LmXbDu=+W?r^P9dCYvqe~%Tztlbd zDhl(dxpyX#%!`t6E)$|4gpk|oC<#RFh(!{lGS^iOqiwXOW_P(9j|M$!d^}wBtmVnD z5Blh6wQ3vt2ZyH@)93gl5pRk}4vb6L)mXwiC~FnHy7MF!$s<_Hj53mt7$63S0b*b~ z8PMl}(b>-OscK??82Et!+#f7xh_=Q;q1-y4!|OBp8;B^N<68pJ(r9Ze6oLnYt5iUh z%Jmb2t8}niI?mQuC{*c;%avgsy>j_@;c|7bTQZz+TOswt05P!1KwS+@Jpa$(m#KW@ zZ>G?Q7$64z83VjAaVHKGrO(!H<>6UtLA!^Bf^h{ZAfRtt0$_mqNLMkCN UoCWPN9gr>pk`U^MfnQ+Y3t@Ol-v9sr literal 0 HcmV?d00001 diff --git a/hft.py b/hft.py index 11798dd..4e77248 100644 --- a/hft.py +++ b/hft.py @@ -15,7 +15,7 @@ from huggingface_hub import login # Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="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") # Zastąp swoim tokenem HF +login(token="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") class SourceMapper: def __init__(self): @@ -42,7 +42,7 @@ def load_file_catalog(catalog_path): return {} def identify_legal_document(filename, file_catalog): - base_name = os.path.splitext(filename)[0] + base_name = os.path.splitext(filename)[0].lower() return file_catalog.get(base_name, "Opracowanie własne") def extract_text_from_file(file_path): @@ -55,10 +55,13 @@ def extract_text_from_file(file_path): return file.read() elif ext == '.pdf': text = "" - with open(file_path, 'rb') as file: - reader = PyPDF2.PdfReader(file) - for page in reader.pages: - text += page.extract_text() + try: + with open(file_path, 'rb') as file: + reader = PyPDF2.PdfReader(file) + for page in reader.pages: + text += page.extract_text() or "" + except Exception as e: + print(f"Błąd PDF: {str(e)}") return text elif ext in ['.doc', '.docx']: return docx2txt.process(file_path) @@ -77,15 +80,7 @@ def prepare_dataset(directory, catalog_path, source_mapper): print(f"\n{'='*50}\nDIAGNOSTYKA DANYCH\n{'='*50}") - if not os.path.exists(directory): - print(f"Brak katalogu: {directory}") - return data - for root, _, files in os.walk(directory): - if not files: - print(f"Brak plików w katalogu: {root}") - continue - for file in files: file_path = os.path.join(root, file) print(f"\nPrzetwarzanie pliku: {file_path}") @@ -102,19 +97,15 @@ def prepare_dataset(directory, catalog_path, source_mapper): print(f"Rozpoznany typ dokumentu: {doc_type}") if doc_type != "Opracowanie własne": - articles = re.split(r'(?i)(#+\s*art\.?\s*\d+[\.\s]?)', text) + # Nowe wyrażenie regularne dla formatu "Art. XX." + articles = re.split(r'(Art\. \d+\.?)', text) print(f"Znaleziono {len(articles)} fragmentów") - if len(articles) < 2: - print("Brak artykułów w dokumencie prawnym!") - continue - for i in range(1, len(articles), 2): - article_number = re.sub(r'#+\s*', '', articles[i].strip(), flags=re.IGNORECASE) + article_number = articles[i].strip() article_content = articles[i+1].strip() if i+1 < len(articles) else "" if not article_content: - print(f"Pominięto pusty artykuł: {article_number}") continue source = f"{doc_type}, {article_number}" @@ -126,7 +117,6 @@ def prepare_dataset(directory, catalog_path, source_mapper): "source_idx": source_mapper.get_idx(source) }) else: - print("Traktowanie jako opracowanie własne") clean_text = re.sub(r'\s+', ' ', text).strip() chunks = [clean_text[i:i+512] for i in range(0, len(clean_text), 512)] chunks = [c for c in chunks if c.strip()] @@ -276,8 +266,8 @@ def main(): answer = answer.replace(prompt, "").strip() sources = set() - for match in re.finditer(r'(?i)art\.?\s*\d+', answer): - article_ref = match.group(0).strip() + for match in re.finditer(r'(?i)art\.?\s*\d+\.?', answer): + article_ref = match.group(0).strip().rstrip('.') for source in source_mapper.idx_to_source.values(): if article_ref.lower() in source.lower(): sources.add(source) @@ -290,9 +280,9 @@ def main(): # Testy test_questions = [ - "Jakie są zasady udzielania urlopu wypoczynkowego?", - "Co mówi art. 154 kodeksu pracy?", - "Jakie są obowiązki pracodawcy w zakresie BHP?" + "Jakie są prawa pracownika według art. 1?", + "Kto jest pracownikiem według art. 2?", + "Jakie są obowiązki pracodawcy według art. 3?" ] print("\n" + "="*50 + "\nWYNIKI TESTOW\n" + "="*50) From 7e16747ff87700dfdbaffabfd1664b1f9a974112 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:43:41 +0100 Subject: [PATCH 011/101] mod --- files/ustawaopanstwowejinspekcjipracy.pdf | Bin 784411 -> 452378 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git 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z=+AX@<@@nx94aTir|SN{|A?ykN@}jZpuUykLgSvZVD9G4`;P2iFn8huI++D?|NnF^ ieY8J6lv2G)^HZ}Y3f)LrxQkEr+_SALKJydx{Qm+)2FBa~ From 54c224aa88318885777a00f511a524d4b322774e Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:44:27 +0100 Subject: [PATCH 012/101] mod --- hft.py | 190 +++++++++++++++++++++++++++++++++++---------------------- 1 file changed, 117 insertions(+), 73 deletions(-) diff --git a/hft.py b/hft.py index 4e77248..a6f6ca1 100644 --- a/hft.py +++ b/hft.py @@ -11,11 +11,12 @@ import pytesseract from PIL import Image from collections import defaultdict from huggingface_hub import login +from torch.utils.data import DataLoader # Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="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") +login(token="TWÓJ_TOKEN_HF") # Zastąp swoim tokenem class SourceMapper: def __init__(self): @@ -97,15 +98,18 @@ def prepare_dataset(directory, catalog_path, source_mapper): print(f"Rozpoznany typ dokumentu: {doc_type}") if doc_type != "Opracowanie własne": - # Nowe wyrażenie regularne dla formatu "Art. XX." - articles = re.split(r'(Art\. \d+\.?)', text) - print(f"Znaleziono {len(articles)} fragmentów") + # Ulepszone wyrażenie regularne dla różnych formatów + articles = re.split(r'(?i)(Art[^\S\n]*\.?[^\S\n]*\d+[^\S\n]*\.?)', text) + articles = [a.strip() for a in articles if a.strip()] - for i in range(1, len(articles), 2): - article_number = articles[i].strip() - article_content = articles[i+1].strip() if i+1 < len(articles) else "" + print(f"Znaleziono {len(articles)//2} artykułów") + + for i in range(0, len(articles)-1, 2): + article_number = articles[i] + article_content = articles[i+1] - if not article_content: + if len(article_content) < 50: + print(f"Pominięto zbyt krótki artykuł: {article_number}") continue source = f"{doc_type}, {article_number}" @@ -148,13 +152,37 @@ class CustomModel(nn.Module): self.base_model = AutoModelForCausalLM.from_pretrained(model_name, config=config) self.source_embedding = nn.Embedding(1000, config.hidden_size, padding_idx=-1) + # Zamrożenie warstw bazowego modelu + for param in self.base_model.parameters(): + param.requires_grad = False + for param in self.base_model.get_output_embeddings().parameters(): + param.requires_grad = True + def forward(self, input_ids=None, attention_mask=None, labels=None, source_idx=None, **kwargs): if source_idx is not None: valid_indices = torch.clamp(source_idx, 0, self.source_embedding.num_embeddings-1) - source_embeds = self.source_embedding(valid_indices).unsqueeze(1).expand(-1, input_ids.size(1), -1) + + source_embeds = torch.nn.functional.normalize( + self.source_embedding(valid_indices), + p=2, + dim=-1 + ).unsqueeze(1) + inputs_embeds = self.base_model.get_input_embeddings()(input_ids) + source_embeds - return self.base_model(inputs_embeds=inputs_embeds, attention_mask=attention_mask, labels=labels, **kwargs) - return self.base_model(input_ids=input_ids, attention_mask=attention_mask, labels=labels, **kwargs) + + return self.base_model( + inputs_embeds=inputs_embeds, + attention_mask=attention_mask, + labels=labels, + **kwargs + ) + + return self.base_model( + input_ids=input_ids, + attention_mask=attention_mask, + labels=labels, + **kwargs + ) def generate(self, *args, **kwargs): return self.base_model.generate(*args, **kwargs) @@ -165,6 +193,71 @@ class CustomTrainer(Trainer): source_idx = inputs.pop("source_idx", None) outputs = model(**inputs, labels=labels, source_idx=source_idx) return (outputs.loss, outputs) if return_outputs else outputs.loss + + def evaluate(self): + val_questions = { + "art1": "Jakie są prawa pracownika według art. 1?", + "art2": "Kto jest pracownikiem według art. 2?", + "art3": "Jakie są obowiązki pracodawcy według art. 3?" + } + + model.eval() + results = {} + + for key, question in val_questions.items(): + result = self.generate_answer(question) + results[key] = result + + print("\nWyniki walidacji:") + for key, val in results.items(): + print(f"\n{val_questions[key]}") + print(f"Odpowiedź: {val['answer'][:200]}...") + print(f"Źródła: {val['sources']}") + + return {"loss": 0.0} + + def generate_answer(self, question): + tokenizer = self.tokenizer + model = self.model + device = model.base_model.device + + prompt = f"[PYTANIE PRAWNE] {question} [KONTEKST]" + + inputs = tokenizer( + prompt, + return_tensors="pt", + truncation=True, + max_length=512 + ).to(device) + + with torch.no_grad(): + outputs = model.generate( + **inputs, + max_new_tokens=150, + temperature=0.3, + top_k=50, + top_p=0.95, + repetition_penalty=1.8, + num_beams=3, + no_repeat_ngram_size=4, + early_stopping=True, + pad_token_id=tokenizer.eos_token_id + ) + + answer = tokenizer.decode(outputs[0], skip_special_tokens=True) + answer = answer.replace(prompt, "").strip() + + sources = set() + for match in re.finditer(r'(?i)art\.?\s*\d+\.?', answer): + article_ref = match.group(0).strip().rstrip('.') + for source in self.model.source_mapper.idx_to_source.values(): + if article_ref.lower() in source.lower(): + sources.add(source) + + return { + "answer": answer, + "sources": list(sources) if sources else ["Opracowanie własne"] + } def main(): # Inicjalizacja @@ -211,20 +304,24 @@ def main(): # Model config = AutoModelForCausalLM.from_pretrained(model_name).config model = CustomModel(model_name, config) + model.source_mapper = source_mapper # Dodanie mapowania źródeł do modelu device = torch.device("cuda" if torch.cuda.is_available() else "cpu") model.to(device) # Trening training_args = TrainingArguments( output_dir="./results", - num_train_epochs=3, - per_device_train_batch_size=2, - gradient_accumulation_steps=4, - learning_rate=2e-5, + num_train_epochs=5, + per_device_train_batch_size=4, + gradient_accumulation_steps=2, + learning_rate=1e-5, + weight_decay=0.01, + warmup_ratio=0.1, fp16=torch.cuda.is_available(), logging_steps=10, - save_strategy="steps", - save_steps=500, + save_strategy="epoch", + evaluation_strategy="steps", + eval_steps=500, report_to="none", remove_unused_columns=False ) @@ -233,65 +330,12 @@ def main(): model=model, args=training_args, train_dataset=tokenized_dataset, - data_collator=custom_collate_fn + data_collator=custom_collate_fn, + tokenizer=tokenizer ) print("\nRozpoczęcie treningu...") trainer.train() - - # Testowanie - def generate_answer(question): - model.eval() - prompt = f"[PYTANIE PRAWNE] {question}" - - inputs = tokenizer( - prompt, - return_tensors="pt", - truncation=True, - max_length=512 - ).to(device) - - with torch.no_grad(): - outputs = model.generate( - **inputs, - max_new_tokens=200, - temperature=0.7, - top_p=0.9, - do_sample=True, - repetition_penalty=1.5, - no_repeat_ngram_size=3, - pad_token_id=tokenizer.eos_token_id - ) - - answer = tokenizer.decode(outputs[0], skip_special_tokens=True) - answer = answer.replace(prompt, "").strip() - - sources = set() - for match in re.finditer(r'(?i)art\.?\s*\d+\.?', answer): - article_ref = match.group(0).strip().rstrip('.') - for source in source_mapper.idx_to_source.values(): - if article_ref.lower() in source.lower(): - sources.add(source) - - return { - "question": question, - "answer": answer, - "sources": list(sources) if sources else ["Opracowanie własne"] - } - - # Testy - test_questions = [ - "Jakie są prawa pracownika według art. 1?", - "Kto jest pracownikiem według art. 2?", - "Jakie są obowiązki pracodawcy według art. 3?" - ] - - print("\n" + "="*50 + "\nWYNIKI TESTOW\n" + "="*50) - for question in test_questions: - result = generate_answer(question) - print(f"\nPYTANIE: {result['question']}") - print(f"ODPOWIEDŹ: {result['answer'][:500]}") - print(f"ŹRÓDŁA: {', '.join(result['sources'])}") - print("-"*80) + trainer.evaluate() if __name__ == "__main__": main() \ No newline at end of file From 3361683ac04a4dd52a9b14c8e622217b9138b088 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:44:54 +0100 Subject: [PATCH 013/101] mod --- hft.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/hft.py b/hft.py index a6f6ca1..0a05bb5 100644 --- a/hft.py +++ b/hft.py @@ -16,7 +16,7 @@ from torch.utils.data import DataLoader # Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="TWÓJ_TOKEN_HF") # Zastąp swoim tokenem +login(token="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") # Zastąp swoim tokenem class SourceMapper: def __init__(self): From d5049b651ce6ae6a24305531ac2b836fa5f156cb Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:52:06 +0100 Subject: [PATCH 014/101] mod --- hft.py | 212 ++++++++++++++++++++++----------------------------------- 1 file changed, 82 insertions(+), 130 deletions(-) diff --git a/hft.py b/hft.py index 0a05bb5..764226d 100644 --- a/hft.py +++ b/hft.py @@ -11,12 +11,11 @@ import pytesseract from PIL import Image from collections import defaultdict from huggingface_hub import login -from torch.utils.data import DataLoader # Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="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") # Zastąp swoim tokenem +login(token="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") class SourceMapper: def __init__(self): @@ -98,39 +97,39 @@ def prepare_dataset(directory, catalog_path, source_mapper): print(f"Rozpoznany typ dokumentu: {doc_type}") if doc_type != "Opracowanie własne": - # Ulepszone wyrażenie regularne dla różnych formatów - articles = re.split(r'(?i)(Art[^\S\n]*\.?[^\S\n]*\d+[^\S\n]*\.?)', text) + articles = re.split(r'(?i)(Art[\.\s]+\d+[\.\s]?)', text) articles = [a.strip() for a in articles if a.strip()] - print(f"Znaleziono {len(articles)//2} artykułów") + print(f"Znaleziono {len(articles)} fragmentów") + # Generowanie większej liczby przykładów for i in range(0, len(articles)-1, 2): - article_number = articles[i] - article_content = articles[i+1] - - if len(article_content) < 50: - print(f"Pominięto zbyt krótki artykuł: {article_number}") - continue + for chunk_size in [256, 512, 1024]: # Różne rozmiary chunków + article_number = articles[i] + article_content = articles[i+1] - source = f"{doc_type}, {article_number}" - print(f"Dodano artykuł: {source}") - - source_mapper.add_source(source) - data.append({ - "text": f"{article_number} {article_content}", - "source_idx": source_mapper.get_idx(source) - }) + chunks = [article_content[j:j+chunk_size] for j in range(0, len(article_content), chunk_size//2)] + chunks = [c for c in chunks if len(c) > 100] + + for chunk in chunks: + source = f"{doc_type}, {article_number}" + source_mapper.add_source(source) + data.append({ + "text": f"{article_number} {chunk}", + "source_idx": source_mapper.get_idx(source) + }) else: clean_text = re.sub(r'\s+', ' ', text).strip() - chunks = [clean_text[i:i+512] for i in range(0, len(clean_text), 512)] - chunks = [c for c in chunks if c.strip()] - - for chunk in chunks: - data.append({ - "text": chunk, - "source_idx": -1 - }) - print(f"Dodano {len(chunks)} chunków") + for chunk_size in [256, 512, 768]: # Trzy różne rozmiary + chunks = [clean_text[i:i+chunk_size] for i in range(0, len(clean_text), chunk_size//2)] + chunks = [c for c in chunks if c.strip()] + + for chunk in chunks: + data.append({ + "text": chunk, + "source_idx": -1 + }) + print(f"Dodano {len(chunks)*3} chunków") except Exception as e: print(f"Błąd podczas przetwarzania pliku: {str(e)}") @@ -150,44 +149,32 @@ class CustomModel(nn.Module): def __init__(self, model_name, config): super().__init__() self.base_model = AutoModelForCausalLM.from_pretrained(model_name, config=config) - self.source_embedding = nn.Embedding(1000, config.hidden_size, padding_idx=-1) + self.source_embedding = nn.Embedding(10000, config.hidden_size, padding_idx=-1) - # Zamrożenie warstw bazowego modelu + # Fine-tuning części modelu for param in self.base_model.parameters(): param.requires_grad = False for param in self.base_model.get_output_embeddings().parameters(): param.requires_grad = True + for param in self.base_model.get_input_embeddings().parameters(): + param.requires_grad = True def forward(self, input_ids=None, attention_mask=None, labels=None, source_idx=None, **kwargs): if source_idx is not None: valid_indices = torch.clamp(source_idx, 0, self.source_embedding.num_embeddings-1) - - source_embeds = torch.nn.functional.normalize( - self.source_embedding(valid_indices), - p=2, - dim=-1 - ).unsqueeze(1) - + source_embeds = self.source_embedding(valid_indices).unsqueeze(1) inputs_embeds = self.base_model.get_input_embeddings()(input_ids) + source_embeds - - return self.base_model( - inputs_embeds=inputs_embeds, - attention_mask=attention_mask, - labels=labels, - **kwargs - ) - - return self.base_model( - input_ids=input_ids, - attention_mask=attention_mask, - labels=labels, - **kwargs - ) + return self.base_model(inputs_embeds=inputs_embeds, attention_mask=attention_mask, labels=labels, **kwargs) + return self.base_model(input_ids=input_ids, attention_mask=attention_mask, labels=labels, **kwargs) def generate(self, *args, **kwargs): return self.base_model.generate(*args, **kwargs) class CustomTrainer(Trainer): + def __init__(self, *args, **kwargs): + self.tokenizer = kwargs.pop('tokenizer', None) + super().__init__(*args, **kwargs) + def compute_loss(self, model, inputs, return_outputs=False, **kwargs): labels = inputs.pop("labels") source_idx = inputs.pop("source_idx", None) @@ -195,72 +182,54 @@ class CustomTrainer(Trainer): return (outputs.loss, outputs) if return_outputs else outputs.loss def evaluate(self): - val_questions = { - "art1": "Jakie są prawa pracownika według art. 1?", - "art2": "Kto jest pracownikiem według art. 2?", - "art3": "Jakie są obowiązki pracodawcy według art. 3?" - } + questions = [ + "Jakie są prawa pracownika według art. 1?", + "Kto jest pracownikiem według art. 2?", + "Jakie są obowiązki pracodawcy według art. 3?" + ] - model.eval() - results = {} - - for key, question in val_questions.items(): - result = self.generate_answer(question) - results[key] = result - - print("\nWyniki walidacji:") - for key, val in results.items(): - print(f"\n{val_questions[key]}") - print(f"Odpowiedź: {val['answer'][:200]}...") - print(f"Źródła: {val['sources']}") + print("\n" + "="*50 + "\nEWALUACJA\n" + "="*50) + for q in questions: + result = self.generate_answer(q) + print(f"\nPYTANIE: {q}") + print(f"ODPOWIEDŹ: {result['answer'][:500]}") + print(f"ŹRÓDŁA: {', '.join(result['sources'])}") + print("-"*80) return {"loss": 0.0} def generate_answer(self, question): - tokenizer = self.tokenizer - model = self.model - device = model.base_model.device - - prompt = f"[PYTANIE PRAWNE] {question} [KONTEKST]" - - inputs = tokenizer( - prompt, + inputs = self.tokenizer( + f"[PYTANIE] {question} [KONTEKST]", return_tensors="pt", truncation=True, max_length=512 - ).to(device) + ).to(self.model.base_model.device) with torch.no_grad(): - outputs = model.generate( + outputs = self.model.generate( **inputs, - max_new_tokens=150, - temperature=0.3, - top_k=50, - top_p=0.95, - repetition_penalty=1.8, + max_new_tokens=200, + temperature=0.5, + top_p=0.9, + repetition_penalty=2.0, num_beams=3, - no_repeat_ngram_size=4, - early_stopping=True, - pad_token_id=tokenizer.eos_token_id + no_repeat_ngram_size=3 ) - answer = tokenizer.decode(outputs[0], skip_special_tokens=True) - answer = answer.replace(prompt, "").strip() + answer = self.tokenizer.decode(outputs[0], skip_special_tokens=True) + answer = answer.split("[KONTEKST]")[-1].strip() sources = set() - for match in re.finditer(r'(?i)art\.?\s*\d+\.?', answer): - article_ref = match.group(0).strip().rstrip('.') - for source in self.model.source_mapper.idx_to_source.values(): + for match in re.finditer(r'(?i)art\.?\s*\d+', answer): + article_ref = match.group(0).strip() + for idx, source in self.model.source_mapper.idx_to_source.items(): if article_ref.lower() in source.lower(): sources.add(source) - return { - "answer": answer, - "sources": list(sources) if sources else ["Opracowanie własne"] - } + return {"answer": answer, "sources": list(sources)} def main(): - # Inicjalizacja source_mapper = SourceMapper() model_name = "crumb/nano-mistral" tokenizer = AutoTokenizer.from_pretrained(model_name) @@ -271,70 +240,53 @@ def main(): data = prepare_dataset("files", catalog_path, source_mapper) if not data: - print("\nBrak danych do treningu! Sprawdź pliki w katalogu 'files' i diagnostykę powyżej.") + print("\nBrak danych do treningu!") return dataset = Dataset.from_list(data) - def tokenize_function(examples): - tokenized = tokenizer( + def tokenize(examples): + return tokenizer( examples["text"], truncation=True, padding="max_length", max_length=512, return_tensors="pt" ) - return { - "input_ids": tokenized["input_ids"][0], - "attention_mask": tokenized["attention_mask"][0], - "labels": tokenized["input_ids"][0].clone(), - "source_idx": examples["source_idx"] - } + + tokenized_dataset = dataset.map(tokenize, batched=True, batch_size=16) - tokenized_dataset = dataset.map(tokenize_function, batched=False) - - def custom_collate_fn(features): - return { - "input_ids": torch.stack([torch.tensor(f["input_ids"]) for f in features]), - "attention_mask": torch.stack([torch.tensor(f["attention_mask"]) for f in features]), - "labels": torch.stack([torch.tensor(f["labels"]) for f in features]), - "source_idx": torch.tensor([f["source_idx"] for f in features], dtype=torch.long) - } - - # Model - config = AutoModelForCausalLM.from_pretrained(model_name).config - model = CustomModel(model_name, config) - model.source_mapper = source_mapper # Dodanie mapowania źródeł do modelu - device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - model.to(device) - - # Trening training_args = TrainingArguments( output_dir="./results", - num_train_epochs=5, + num_train_epochs=8, per_device_train_batch_size=4, - gradient_accumulation_steps=2, - learning_rate=1e-5, + gradient_accumulation_steps=8, + learning_rate=5e-6, weight_decay=0.01, warmup_ratio=0.1, fp16=torch.cuda.is_available(), - logging_steps=10, + logging_steps=50, save_strategy="epoch", - evaluation_strategy="steps", - eval_steps=500, + eval_strategy="no", report_to="none", remove_unused_columns=False ) + model = CustomModel(model_name, AutoModelForCausalLM.from_pretrained(model_name).config) + model.source_mapper = source_mapper + model.to("cuda" if torch.cuda.is_available() else "cpu") + trainer = CustomTrainer( model=model, args=training_args, train_dataset=tokenized_dataset, - data_collator=custom_collate_fn, tokenizer=tokenizer ) + print("\nRozpoczęcie treningu...") trainer.train() + + print("\nKońcowa ewaluacja...") trainer.evaluate() if __name__ == "__main__": From 9afa4612521f731f51b4aa99ede7c397d1ce18da Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:54:33 +0100 Subject: [PATCH 015/101] mod --- hft.py | 172 ++++++++++++++++++++++----------------------------------- 1 file changed, 65 insertions(+), 107 deletions(-) diff --git a/hft.py b/hft.py index 764226d..99b1028 100644 --- a/hft.py +++ b/hft.py @@ -1,7 +1,7 @@ import os import torch import torch.nn as nn -from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer +from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer, DataCollatorForLanguageModeling from datasets import Dataset import re import json @@ -102,34 +102,30 @@ def prepare_dataset(directory, catalog_path, source_mapper): print(f"Znaleziono {len(articles)} fragmentów") - # Generowanie większej liczby przykładów for i in range(0, len(articles)-1, 2): - for chunk_size in [256, 512, 1024]: # Różne rozmiary chunków - article_number = articles[i] - article_content = articles[i+1] + article_number = articles[i] + article_content = articles[i+1] + + if len(article_content) < 50: + continue - chunks = [article_content[j:j+chunk_size] for j in range(0, len(article_content), chunk_size//2)] - chunks = [c for c in chunks if len(c) > 100] - - for chunk in chunks: - source = f"{doc_type}, {article_number}" - source_mapper.add_source(source) - data.append({ - "text": f"{article_number} {chunk}", - "source_idx": source_mapper.get_idx(source) - }) + source = f"{doc_type}, {article_number}" + source_mapper.add_source(source) + data.append({ + "text": f"{article_number} {article_content}", + "source_idx": source_mapper.get_idx(source) + }) else: clean_text = re.sub(r'\s+', ' ', text).strip() - for chunk_size in [256, 512, 768]: # Trzy różne rozmiary - chunks = [clean_text[i:i+chunk_size] for i in range(0, len(clean_text), chunk_size//2)] - chunks = [c for c in chunks if c.strip()] - - for chunk in chunks: - data.append({ - "text": chunk, - "source_idx": -1 - }) - print(f"Dodano {len(chunks)*3} chunków") + chunks = [clean_text[i:i+512] for i in range(0, len(clean_text), 512)] + chunks = [c for c in chunks if c.strip()] + + for chunk in chunks: + data.append({ + "text": chunk, + "source_idx": -1 + }) + print(f"Dodano {len(chunks)} chunków") except Exception as e: print(f"Błąd podczas przetwarzania pliku: {str(e)}") @@ -151,83 +147,37 @@ class CustomModel(nn.Module): self.base_model = AutoModelForCausalLM.from_pretrained(model_name, config=config) self.source_embedding = nn.Embedding(10000, config.hidden_size, padding_idx=-1) - # Fine-tuning części modelu for param in self.base_model.parameters(): param.requires_grad = False for param in self.base_model.get_output_embeddings().parameters(): param.requires_grad = True - for param in self.base_model.get_input_embeddings().parameters(): - param.requires_grad = True def forward(self, input_ids=None, attention_mask=None, labels=None, source_idx=None, **kwargs): if source_idx is not None: valid_indices = torch.clamp(source_idx, 0, self.source_embedding.num_embeddings-1) source_embeds = self.source_embedding(valid_indices).unsqueeze(1) inputs_embeds = self.base_model.get_input_embeddings()(input_ids) + source_embeds - return self.base_model(inputs_embeds=inputs_embeds, attention_mask=attention_mask, labels=labels, **kwargs) - return self.base_model(input_ids=input_ids, attention_mask=attention_mask, labels=labels, **kwargs) + return self.base_model( + inputs_embeds=inputs_embeds, + attention_mask=attention_mask, + labels=labels, + **kwargs + ) + return self.base_model( + input_ids=input_ids, + attention_mask=attention_mask, + labels=labels, + **kwargs + ) def generate(self, *args, **kwargs): return self.base_model.generate(*args, **kwargs) class CustomTrainer(Trainer): - def __init__(self, *args, **kwargs): - self.tokenizer = kwargs.pop('tokenizer', None) - super().__init__(*args, **kwargs) - - def compute_loss(self, model, inputs, return_outputs=False, **kwargs): - labels = inputs.pop("labels") + def compute_loss(self, model, inputs, return_outputs=False): source_idx = inputs.pop("source_idx", None) - outputs = model(**inputs, labels=labels, source_idx=source_idx) + outputs = model(**inputs, source_idx=source_idx) return (outputs.loss, outputs) if return_outputs else outputs.loss - - def evaluate(self): - questions = [ - "Jakie są prawa pracownika według art. 1?", - "Kto jest pracownikiem według art. 2?", - "Jakie są obowiązki pracodawcy według art. 3?" - ] - - print("\n" + "="*50 + "\nEWALUACJA\n" + "="*50) - for q in questions: - result = self.generate_answer(q) - print(f"\nPYTANIE: {q}") - print(f"ODPOWIEDŹ: {result['answer'][:500]}") - print(f"ŹRÓDŁA: {', '.join(result['sources'])}") - print("-"*80) - - return {"loss": 0.0} - - def generate_answer(self, question): - inputs = self.tokenizer( - f"[PYTANIE] {question} [KONTEKST]", - return_tensors="pt", - truncation=True, - max_length=512 - ).to(self.model.base_model.device) - - with torch.no_grad(): - outputs = self.model.generate( - **inputs, - max_new_tokens=200, - temperature=0.5, - top_p=0.9, - repetition_penalty=2.0, - num_beams=3, - no_repeat_ngram_size=3 - ) - - answer = self.tokenizer.decode(outputs[0], skip_special_tokens=True) - answer = answer.split("[KONTEKST]")[-1].strip() - - sources = set() - for match in re.finditer(r'(?i)art\.?\s*\d+', answer): - article_ref = match.group(0).strip() - for idx, source in self.model.source_mapper.idx_to_source.items(): - if article_ref.lower() in source.lower(): - sources.add(source) - - return {"answer": answer, "sources": list(sources)} def main(): source_mapper = SourceMapper() @@ -245,49 +195,57 @@ def main(): dataset = Dataset.from_list(data) - def tokenize(examples): - return tokenizer( + def tokenize_function(examples): + tokenized = tokenizer( examples["text"], truncation=True, padding="max_length", max_length=512, return_tensors="pt" ) - - tokenized_dataset = dataset.map(tokenize, batched=True, batch_size=16) + return { + "input_ids": tokenized["input_ids"][0], + "attention_mask": tokenized["attention_mask"][0], + "labels": tokenized["input_ids"][0].clone(), + "source_idx": examples["source_idx"] + } - training_args = TrainingArguments( - output_dir="./results", - num_train_epochs=8, - per_device_train_batch_size=4, - gradient_accumulation_steps=8, - learning_rate=5e-6, - weight_decay=0.01, - warmup_ratio=0.1, - fp16=torch.cuda.is_available(), - logging_steps=50, - save_strategy="epoch", - eval_strategy="no", - report_to="none", - remove_unused_columns=False + tokenized_dataset = dataset.map(tokenize_function, batched=False) + + data_collator = DataCollatorForLanguageModeling( + tokenizer=tokenizer, + mlm=False ) model = CustomModel(model_name, AutoModelForCausalLM.from_pretrained(model_name).config) model.source_mapper = source_mapper - model.to("cuda" if torch.cuda.is_available() else "cpu") + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + model.to(device) + + training_args = TrainingArguments( + output_dir="./results", + num_train_epochs=3, + per_device_train_batch_size=2, + gradient_accumulation_steps=4, + learning_rate=2e-5, + fp16=torch.cuda.is_available(), + logging_steps=10, + save_strategy="steps", + save_steps=1000, + report_to="none", + remove_unused_columns=False + ) trainer = CustomTrainer( model=model, args=training_args, train_dataset=tokenized_dataset, + data_collator=data_collator, tokenizer=tokenizer ) print("\nRozpoczęcie treningu...") trainer.train() - - print("\nKońcowa ewaluacja...") - trainer.evaluate() if __name__ == "__main__": main() \ No newline at end of file From bf034eaf8fdde028f2349da2237cb965320f864d Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 21:57:05 +0100 Subject: [PATCH 016/101] mod --- hft.py | 34 +++++++++++++++++++++------------- 1 file changed, 21 insertions(+), 13 deletions(-) diff --git a/hft.py b/hft.py index 99b1028..e3deafe 100644 --- a/hft.py +++ b/hft.py @@ -1,7 +1,7 @@ import os import torch import torch.nn as nn -from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer, DataCollatorForLanguageModeling +from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer from datasets import Dataset import re import json @@ -11,6 +11,7 @@ import pytesseract from PIL import Image from collections import defaultdict from huggingface_hub import login +from transformers import DataCollatorForLanguageModeling # Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' @@ -179,6 +180,17 @@ class CustomTrainer(Trainer): outputs = model(**inputs, source_idx=source_idx) return (outputs.loss, outputs) if return_outputs else outputs.loss +class CustomDataCollator(DataCollatorForLanguageModeling): + def torch_call(self, examples): + batch = super().torch_call(examples) + + # Dodanie source_idx do batcha + if "source_idx" in examples[0]: + source_idx = [ex["source_idx"] for ex in examples] + batch["source_idx"] = torch.tensor(source_idx, dtype=torch.long) + + return batch + def main(): source_mapper = SourceMapper() model_name = "crumb/nano-mistral" @@ -193,8 +205,7 @@ def main(): print("\nBrak danych do treningu!") return - dataset = Dataset.from_list(data) - + # Przygotowanie datasetu def tokenize_function(examples): tokenized = tokenizer( examples["text"], @@ -204,19 +215,16 @@ def main(): return_tensors="pt" ) return { - "input_ids": tokenized["input_ids"][0], - "attention_mask": tokenized["attention_mask"][0], - "labels": tokenized["input_ids"][0].clone(), + "input_ids": tokenized["input_ids"].squeeze(), + "attention_mask": tokenized["attention_mask"].squeeze(), + "labels": tokenized["input_ids"].squeeze().clone(), "source_idx": examples["source_idx"] } - tokenized_dataset = dataset.map(tokenize_function, batched=False) - - data_collator = DataCollatorForLanguageModeling( - tokenizer=tokenizer, - mlm=False - ) + dataset = Dataset.from_list(data) + tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=16) + # Model i trening model = CustomModel(model_name, AutoModelForCausalLM.from_pretrained(model_name).config) model.source_mapper = source_mapper device = torch.device("cuda" if torch.cuda.is_available() else "cpu") @@ -240,7 +248,7 @@ def main(): model=model, args=training_args, train_dataset=tokenized_dataset, - data_collator=data_collator, + data_collator=CustomDataCollator(tokenizer=tokenizer, mlm=False), tokenizer=tokenizer ) From eb69fe163369b2a99fe32486c7e69bcb6c3c06d0 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 22:00:00 +0100 Subject: [PATCH 017/101] mod --- .DS_Store | Bin 6148 -> 6148 bytes hft.py | 33 +++++++++++++++++---------------- 2 files changed, 17 insertions(+), 16 deletions(-) diff --git a/.DS_Store b/.DS_Store index b2cf37d250f33e6f3721afac6800921711fd979d..48b9a8d1f51ca29d7565af1b0aa70ea425ba16d8 100644 GIT binary patch delta 194 zcmZoMXfc=|#>B)qu~2NHo+2aL#DLw41(+Ba*(UQaKB&)0Hw;eB&n;j80iL-}fg~$K z8bc;S4nrzKac;hgOHxjL5>S-GKK)*$;r3&W=qgeOs3^!lw&4I!JCY5XUo*~O+04$t e&jEDdW=5v(%#-;=EIAk%7=Va@VRL}U7G?m{X)bjD delta 68 zcmZoMXfc=|#>B`mu~2NHo+2aD#DLwC4MbQb^E2JuoWneuWn)7F<7Rdaeh#3T&5g|8 WnJ4p$SaL7`0V4wg)8+t?EzAItFA-e; diff --git a/hft.py b/hft.py index e3deafe..be2a268 100644 --- a/hft.py +++ b/hft.py @@ -1,7 +1,7 @@ import os import torch import torch.nn as nn -from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer +from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer, DataCollatorForLanguageModeling from datasets import Dataset import re import json @@ -11,7 +11,6 @@ import pytesseract from PIL import Image from collections import defaultdict from huggingface_hub import login -from transformers import DataCollatorForLanguageModeling # Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' @@ -174,20 +173,23 @@ class CustomModel(nn.Module): def generate(self, *args, **kwargs): return self.base_model.generate(*args, **kwargs) -class CustomTrainer(Trainer): - def compute_loss(self, model, inputs, return_outputs=False): - source_idx = inputs.pop("source_idx", None) - outputs = model(**inputs, source_idx=source_idx) - return (outputs.loss, outputs) if return_outputs else outputs.loss - class CustomDataCollator(DataCollatorForLanguageModeling): def torch_call(self, examples): - batch = super().torch_call(examples) + # Przetwórz podstawowe pola + input_ids = torch.stack([torch.tensor(ex["input_ids"]) for ex in examples]) + attention_mask = torch.stack([torch.tensor(ex["attention_mask"]) for ex in examples]) + labels = torch.stack([torch.tensor(ex["labels"]) for ex in examples]) - # Dodanie source_idx do batcha + batch = { + "input_ids": input_ids, + "attention_mask": attention_mask, + "labels": labels + } + + # Dodaj source_idx jeśli istnieje if "source_idx" in examples[0]: - source_idx = [ex["source_idx"] for ex in examples] - batch["source_idx"] = torch.tensor(source_idx, dtype=torch.long) + source_idx = torch.stack([torch.tensor(ex["source_idx"]) for ex in examples]) + batch["source_idx"] = source_idx return batch @@ -205,7 +207,8 @@ def main(): print("\nBrak danych do treningu!") return - # Przygotowanie datasetu + dataset = Dataset.from_list(data) + def tokenize_function(examples): tokenized = tokenizer( examples["text"], @@ -218,13 +221,11 @@ def main(): "input_ids": tokenized["input_ids"].squeeze(), "attention_mask": tokenized["attention_mask"].squeeze(), "labels": tokenized["input_ids"].squeeze().clone(), - "source_idx": examples["source_idx"] + "source_idx": torch.tensor(examples["source_idx"], dtype=torch.long) } - dataset = Dataset.from_list(data) tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=16) - # Model i trening model = CustomModel(model_name, AutoModelForCausalLM.from_pretrained(model_name).config) model.source_mapper = source_mapper device = torch.device("cuda" if torch.cuda.is_available() else "cpu") From 1b4449f61960582e1b1cf47b27b16b64e15789db Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 22:03:59 +0100 Subject: [PATCH 018/101] mod --- hft.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/hft.py b/hft.py index be2a268..5679524 100644 --- a/hft.py +++ b/hft.py @@ -245,7 +245,7 @@ def main(): remove_unused_columns=False ) - trainer = CustomTrainer( + trainer = Trainer( model=model, args=training_args, train_dataset=tokenized_dataset, From d073a1733b51f33bae036d917ceeb4b0baabd603 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 22:08:18 +0100 Subject: [PATCH 019/101] mod --- hft.py | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/hft.py b/hft.py index 5679524..7f4292f 100644 --- a/hft.py +++ b/hft.py @@ -221,7 +221,7 @@ def main(): "input_ids": tokenized["input_ids"].squeeze(), "attention_mask": tokenized["attention_mask"].squeeze(), "labels": tokenized["input_ids"].squeeze().clone(), - "source_idx": torch.tensor(examples["source_idx"], dtype=torch.long) + "source_idx": examples["source_idx"] # Dodano bez konwersji do tensora } tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=16) @@ -249,8 +249,7 @@ def main(): model=model, args=training_args, train_dataset=tokenized_dataset, - data_collator=CustomDataCollator(tokenizer=tokenizer, mlm=False), - tokenizer=tokenizer + data_collator=CustomDataCollator(tokenizer=tokenizer, mlm=False) ) print("\nRozpoczęcie treningu...") From c55fbe8632eb1e6ab11ab051f8fb952b0afc1543 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 22:17:13 +0100 Subject: [PATCH 020/101] mod --- hft.py | 379 ++++++++++++++++++++++++++++----------------------------- 1 file changed, 188 insertions(+), 191 deletions(-) diff --git a/hft.py b/hft.py index 7f4292f..b8c90c9 100644 --- a/hft.py +++ b/hft.py @@ -1,21 +1,30 @@ import os import torch -import torch.nn as nn -from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer, DataCollatorForLanguageModeling -from datasets import Dataset +import random import re import json import PyPDF2 import docx2txt import pytesseract +import numpy as np from PIL import Image from collections import defaultdict +from multiprocessing import cpu_count +from concurrent.futures import ThreadPoolExecutor +from transformers import ( + AutoTokenizer, + AutoModelForCausalLM, + TrainingArguments, + Trainer, + DataCollatorForLanguageModeling +) +from datasets import Dataset +from nlpaug import Augmenter, CharAugmenter, WordAugmenter from huggingface_hub import login # Konfiguracja -os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="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") +login(token="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") # Zastąp prawdziwym tokenem class SourceMapper: def __init__(self): @@ -33,227 +42,215 @@ class SourceMapper: def get_source(self, idx): return self.idx_to_source.get(idx, "Unknown") -def load_file_catalog(catalog_path): - try: - with open(catalog_path, 'r', encoding='utf-8') as file: - return json.load(file) - except Exception as e: - print(f"Błąd wczytywania katalogu plików: {str(e)}") - return {} - -def identify_legal_document(filename, file_catalog): - base_name = os.path.splitext(filename)[0].lower() - return file_catalog.get(base_name, "Opracowanie własne") - -def extract_text_from_file(file_path): - try: - _, ext = os.path.splitext(file_path) - ext = ext.lower() +class LegalDataProcessor: + def __init__(self, catalog_path): + self.catalog = self.load_catalog(catalog_path) + self.augmenter = WordAugmenter.AntonymAug() - if ext in ['.txt', '.md']: - with open(file_path, 'r', encoding='utf-8') as file: - return file.read() - elif ext == '.pdf': - text = "" - try: - with open(file_path, 'rb') as file: - reader = PyPDF2.PdfReader(file) - for page in reader.pages: - text += page.extract_text() or "" - except Exception as e: - print(f"Błąd PDF: {str(e)}") - return text - elif ext in ['.doc', '.docx']: - return docx2txt.process(file_path) - elif ext in ['.jpg', '.jpeg', '.png', '.bmp', '.tiff']: - return pytesseract.image_to_string(Image.open(file_path)) - else: - print(f"Nieobsługiwany format pliku: {ext}") + def load_catalog(self, path): + try: + with open(path, 'r', encoding='utf-8') as f: + return json.load(f) + except: + return defaultdict(str) + + def identify_document(self, filename): + base = os.path.splitext(filename)[0].lower() + return self.catalog.get(base, "Opracowanie własne") + + def extract_text(self, file_path): + ext = os.path.splitext(file_path)[1].lower() + try: + if ext == '.pdf': + return self._extract_pdf(file_path) + elif ext in ['.doc', '.docx']: + return docx2txt.process(file_path) + elif ext in ['.jpg', '.jpeg', '.png']: + return self._extract_ocr(file_path) + else: + with open(file_path, 'r', encoding='utf-8') as f: + return f.read() + except Exception as e: + print(f"Błąd przetwarzania {file_path}: {str(e)}") return "" - except Exception as e: - print(f"Błąd ekstrakcji tekstu: {str(e)}") - return "" - -def prepare_dataset(directory, catalog_path, source_mapper): - file_catalog = load_file_catalog(catalog_path) - data = [] - print(f"\n{'='*50}\nDIAGNOSTYKA DANYCH\n{'='*50}") + def _extract_pdf(self, path): + text = "" + with open(path, 'rb') as f: + reader = PyPDF2.PdfReader(f) + for page in reader.pages: + text += page.extract_text() + "\n" + return re.sub(r'\s+', ' ', text) - for root, _, files in os.walk(directory): - for file in files: - file_path = os.path.join(root, file) - print(f"\nPrzetwarzanie pliku: {file_path}") - - try: - text = extract_text_from_file(file_path) - if not text.strip(): - print("Pominięto - brak tekstu") - continue - - print(f"Długość tekstu: {len(text)} znaków") - - doc_type = identify_legal_document(file, file_catalog) - print(f"Rozpoznany typ dokumentu: {doc_type}") - - if doc_type != "Opracowanie własne": - articles = re.split(r'(?i)(Art[\.\s]+\d+[\.\s]?)', text) - articles = [a.strip() for a in articles if a.strip()] - - print(f"Znaleziono {len(articles)} fragmentów") - - for i in range(0, len(articles)-1, 2): - article_number = articles[i] - article_content = articles[i+1] - - if len(article_content) < 50: - continue - - source = f"{doc_type}, {article_number}" - source_mapper.add_source(source) - data.append({ - "text": f"{article_number} {article_content}", - "source_idx": source_mapper.get_idx(source) - }) - else: - clean_text = re.sub(r'\s+', ' ', text).strip() - chunks = [clean_text[i:i+512] for i in range(0, len(clean_text), 512)] - chunks = [c for c in chunks if c.strip()] - - for chunk in chunks: - data.append({ - "text": chunk, - "source_idx": -1 - }) - print(f"Dodano {len(chunks)} chunków") - - except Exception as e: - print(f"Błąd podczas przetwarzania pliku: {str(e)}") - continue - - print(f"\nPodsumowanie przygotowania danych:") - print(f"Łączna liczba przykładów: {len(data)}") - if data: - print("Przykładowy wpis:") - print(json.dumps(data[0], indent=2, ensure_ascii=False)) - else: - print("BRAK DANYCH - sprawdź diagnostykę powyżej") - - return data - -class CustomModel(nn.Module): - def __init__(self, model_name, config): - super().__init__() - self.base_model = AutoModelForCausalLM.from_pretrained(model_name, config=config) - self.source_embedding = nn.Embedding(10000, config.hidden_size, padding_idx=-1) - - for param in self.base_model.parameters(): - param.requires_grad = False - for param in self.base_model.get_output_embeddings().parameters(): - param.requires_grad = True - - def forward(self, input_ids=None, attention_mask=None, labels=None, source_idx=None, **kwargs): - if source_idx is not None: - valid_indices = torch.clamp(source_idx, 0, self.source_embedding.num_embeddings-1) - source_embeds = self.source_embedding(valid_indices).unsqueeze(1) - inputs_embeds = self.base_model.get_input_embeddings()(input_ids) + source_embeds - return self.base_model( - inputs_embeds=inputs_embeds, - attention_mask=attention_mask, - labels=labels, - **kwargs - ) - return self.base_model( - input_ids=input_ids, - attention_mask=attention_mask, - labels=labels, - **kwargs + def _extract_ocr(self, path): + return pytesseract.image_to_string( + Image.open(path), + config='--psm 4 --oem 3 -c preserve_interword_spaces=1' ) - def generate(self, *args, **kwargs): - return self.base_model.generate(*args, **kwargs) + def process_legal(self, text, doc_type): + articles = re.split( + r'(?ix)(Art\.?\s*\d+[a-z]*|§\s*\d+|Rozdział\s+[IVXLCDM]+)\b', + text + ) + processed = [] + current_header = "" + + for item in articles: + if item and re.match(r'(?i)(Art|§|Rozdział)', item): + if current_header: + processed.append(current_header) + current_header = item.strip() + elif current_header: + processed.append(current_header + " " + item.strip()) + current_header = "" + else: + processed.append(item.strip()) + + return [ + (f"[{doc_type}] {p}", doc_type) + for p in processed if len(p) > 30 + ] + + def process_custom(self, text): + clean_text = re.sub(r'\s+', ' ', text).strip() + chunk_size = 384 + overlap = 128 + + chunks = [ + clean_text[i:i+chunk_size] + for i in range(0, len(clean_text), chunk_size - overlap) + ] + return [("[Custom] " + c, "Custom") for c in chunks if c.strip()] -class CustomDataCollator(DataCollatorForLanguageModeling): +class EnhancedDataCollator(DataCollatorForLanguageModeling): def torch_call(self, examples): - # Przetwórz podstawowe pola - input_ids = torch.stack([torch.tensor(ex["input_ids"]) for ex in examples]) - attention_mask = torch.stack([torch.tensor(ex["attention_mask"]) for ex in examples]) - labels = torch.stack([torch.tensor(ex["labels"]) for ex in examples]) - - batch = { - "input_ids": input_ids, - "attention_mask": attention_mask, - "labels": labels - } - - # Dodaj source_idx jeśli istnieje + batch = super().torch_call(examples) if "source_idx" in examples[0]: - source_idx = torch.stack([torch.tensor(ex["source_idx"]) for ex in examples]) - batch["source_idx"] = source_idx - + batch["source_idx"] = torch.tensor( + [ex["source_idx"] for ex in examples], + dtype=torch.long + ) return batch def main(): + # Konfiguracja source_mapper = SourceMapper() - model_name = "crumb/nano-mistral" - tokenizer = AutoTokenizer.from_pretrained(model_name) + processor = LegalDataProcessor("file_catalog.json") + tokenizer = AutoTokenizer.from_pretrained("crumb/nano-mistral") tokenizer.pad_token = tokenizer.eos_token - - # Przygotowanie danych - catalog_path = "file_catalog.json" - data = prepare_dataset("files", catalog_path, source_mapper) - if not data: - print("\nBrak danych do treningu!") - return - + # Przygotowanie danych + data = [] + + def process_file(file_path): + nonlocal data + text = processor.extract_text(file_path) + if not text: + return + + doc_type = processor.identify_document(os.path.basename(file_path)) + if doc_type != "Opracowanie własne": + processed = processor.process_legal(text, doc_type) + else: + processed = processor.process_custom(text) + + for text, source in processed: + source_mapper.add_source(source) + data.append({ + "text": text, + "source_idx": source_mapper.get_idx(source) + }) + + # Przetwarzanie wielowątkowe + with ThreadPoolExecutor(max_workers=cpu_count()) as executor: + futures = [] + for root, _, files in os.walk("files"): + for file in files: + futures.append(executor.submit( + process_file, + os.path.join(root, file) + )) + + for future in futures: + try: + future.result() + except Exception as e: + print(f"Błąd: {str(e)}") + + # Augmentacja + print(f"Przed augmentacją: {len(data)} przykładów") + augmented = [] + for item in data: + for _ in range(2): # 2 dodatkowe warianty + sentences = item['text'].split('. ') + random.shuffle(sentences) + augmented.append({ + "text": '. '.join(sentences), + "source_idx": item["source_idx"] + }) + data += augmented + print(f"Po augmentacji: {len(data)} przykładów") + + # Przygotowanie datasetu dataset = Dataset.from_list(data) - - def tokenize_function(examples): + + def tokenize_fn(examples): tokenized = tokenizer( examples["text"], - truncation=True, - padding="max_length", max_length=512, + padding="max_length", + truncation=True, return_tensors="pt" ) return { "input_ids": tokenized["input_ids"].squeeze(), "attention_mask": tokenized["attention_mask"].squeeze(), - "labels": tokenized["input_ids"].squeeze().clone(), - "source_idx": examples["source_idx"] # Dodano bez konwersji do tensora + "labels": tokenized["input_ids"].squeeze(), + "source_idx": examples["source_idx"] } - - tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=16) - - model = CustomModel(model_name, AutoModelForCausalLM.from_pretrained(model_name).config) - model.source_mapper = source_mapper - device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - model.to(device) - + + tokenized_ds = dataset.map( + tokenize_fn, + batched=True, + batch_size=32, + num_proc=4 + ) + + # Model + model = AutoModelForCausalLM.from_pretrained( + "crumb/nano-mistral", + trust_remote_code=True + ) + model.resize_token_embeddings(len(tokenizer)) + + # Trening training_args = TrainingArguments( output_dir="./results", - num_train_epochs=3, + num_train_epochs=5, per_device_train_batch_size=2, - gradient_accumulation_steps=4, - learning_rate=2e-5, + gradient_accumulation_steps=8, + learning_rate=1e-4, fp16=torch.cuda.is_available(), - logging_steps=10, - save_strategy="steps", - save_steps=1000, - report_to="none", - remove_unused_columns=False + logging_steps=20, + save_strategy="epoch", + report_to="none" ) - + trainer = Trainer( model=model, args=training_args, - train_dataset=tokenized_dataset, - data_collator=CustomDataCollator(tokenizer=tokenizer, mlm=False) + train_dataset=tokenized_ds, + data_collator=EnhancedDataCollator(tokenizer=tokenizer, mlm=False) ) - - print("\nRozpoczęcie treningu...") + + print("Rozpoczęcie treningu...") trainer.train() + print("Trening zakończony!") + + # Zapisz model + model.save_pretrained("./trained_model") + tokenizer.save_pretrained("./trained_model") if __name__ == "__main__": main() \ No newline at end of file From 2f6da209842647f6d5e06316400006e00d6bdcab Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 22:21:41 +0100 Subject: [PATCH 021/101] mod --- hft.py | 239 ++++++++++++++++++++++++++++++++------------------------- 1 file changed, 134 insertions(+), 105 deletions(-) diff --git a/hft.py b/hft.py index b8c90c9..c5cde07 100644 --- a/hft.py +++ b/hft.py @@ -19,12 +19,12 @@ from transformers import ( DataCollatorForLanguageModeling ) from datasets import Dataset -from nlpaug import Augmenter, CharAugmenter, WordAugmenter +from nlpaug.augmenter.word import WordAugmenter from huggingface_hub import login # Konfiguracja os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="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") # Zastąp prawdziwym tokenem +login(token="TWÓJ_TOKEN_HF") # Zastąp swoim tokenem class SourceMapper: def __init__(self): @@ -42,10 +42,10 @@ class SourceMapper: def get_source(self, idx): return self.idx_to_source.get(idx, "Unknown") -class LegalDataProcessor: +class LegalProcessor: def __init__(self, catalog_path): self.catalog = self.load_catalog(catalog_path) - self.augmenter = WordAugmenter.AntonymAug() + self.augmenter = self.init_augmenter() def load_catalog(self, path): try: @@ -54,19 +54,26 @@ class LegalDataProcessor: except: return defaultdict(str) - def identify_document(self, filename): - base = os.path.splitext(filename)[0].lower() - return self.catalog.get(base, "Opracowanie własne") + def init_augmenter(self): + return WordAugmenter.SynonymAug(aug_src='wordnet', aug_max=3) + + def process_file(self, file_path): + text = self.extract_text(file_path) + if not text: + return [] + + doc_type = self.identify_doc_type(file_path) + return self.split_content(text, doc_type) def extract_text(self, file_path): ext = os.path.splitext(file_path)[1].lower() try: if ext == '.pdf': - return self._extract_pdf(file_path) + return self.extract_pdf(file_path) elif ext in ['.doc', '.docx']: return docx2txt.process(file_path) elif ext in ['.jpg', '.jpeg', '.png']: - return self._extract_ocr(file_path) + return self.extract_image(file_path) else: with open(file_path, 'r', encoding='utf-8') as f: return f.read() @@ -74,7 +81,7 @@ class LegalDataProcessor: print(f"Błąd przetwarzania {file_path}: {str(e)}") return "" - def _extract_pdf(self, path): + def extract_pdf(self, path): text = "" with open(path, 'rb') as f: reader = PyPDF2.PdfReader(f) @@ -82,116 +89,139 @@ class LegalDataProcessor: text += page.extract_text() + "\n" return re.sub(r'\s+', ' ', text) - def _extract_ocr(self, path): + def extract_image(self, path): return pytesseract.image_to_string( Image.open(path), config='--psm 4 --oem 3 -c preserve_interword_spaces=1' ) - def process_legal(self, text, doc_type): - articles = re.split( - r'(?ix)(Art\.?\s*\d+[a-z]*|§\s*\d+|Rozdział\s+[IVXLCDM]+)\b', - text - ) - processed = [] + def identify_doc_type(self, file_path): + base = os.path.splitext(os.path.basename(file_path))[0].lower() + return self.catalog.get(base, "Custom") + + def split_content(self, text, doc_type): + if doc_type == "Custom": + return self.split_custom(text) + return self.split_legal(text, doc_type) + + def split_legal(self, text, doc_type): + pattern = r'(?i)(Art[\.\s]*\d+[a-z]*|§\s*\d+|Rozdział\s+[IVXLCDM]+)' + parts = re.split(pattern, text) + results = [] current_header = "" - for item in articles: - if item and re.match(r'(?i)(Art|§|Rozdział)', item): + for part in parts: + if not part: + continue + if re.match(pattern, part): if current_header: - processed.append(current_header) - current_header = item.strip() - elif current_header: - processed.append(current_header + " " + item.strip()) - current_header = "" + results.append(current_header) + current_header = f"[{doc_type}] {part.strip()}" else: - processed.append(item.strip()) + if current_header: + results.append(f"{current_header}: {part.strip()}") + current_header = "" + else: + results.append(part.strip()) - return [ - (f"[{doc_type}] {p}", doc_type) - for p in processed if len(p) > 30 - ] + return [text for text in results if len(text) > 50] - def process_custom(self, text): + def split_custom(self, text): clean_text = re.sub(r'\s+', ' ', text).strip() chunk_size = 384 - overlap = 128 + overlap = 64 - chunks = [ - clean_text[i:i+chunk_size] - for i in range(0, len(clean_text), chunk_size - overlap) - ] - return [("[Custom] " + c, "Custom") for c in chunks if c.strip()] + chunks = [] + start = 0 + while start < len(clean_text): + end = start + chunk_size + chunks.append(clean_text[start:end]) + start = end - overlap + + return [f"[Custom] {chunk}" for chunk in chunks if chunk.strip()] -class EnhancedDataCollator(DataCollatorForLanguageModeling): - def torch_call(self, examples): - batch = super().torch_call(examples) - if "source_idx" in examples[0]: - batch["source_idx"] = torch.tensor( - [ex["source_idx"] for ex in examples], - dtype=torch.long - ) - return batch +class CustomModel(torch.nn.Module): + def __init__(self, model_name): + super().__init__() + self.base_model = AutoModelForCausalLM.from_pretrained(model_name) + self.source_emb = torch.nn.Embedding(1000, self.base_model.config.hidden_size) + + # Zamrożenie parametrów bazowych + for param in self.base_model.parameters(): + param.requires_grad = False + + # Odmrożenie ostatnich warstw + for layer in self.base_model.transformer.h[-2:]: + for param in layer.parameters(): + param.requires_grad = True + + self.base_model.get_output_embeddings().requires_grad_(True) + + def forward(self, input_ids, attention_mask, labels, source_idx): + inputs_embeds = self.base_model.get_input_embeddings()(input_ids) + source_emb = self.source_emb(source_idx.clamp(0, 999)).unsqueeze(1) + inputs_embeds += source_emb + + return self.base_model( + inputs_embeds=inputs_embeds, + attention_mask=attention_mask, + labels=labels + ) def main(): - # Konfiguracja + # Inicjalizacja komponentów source_mapper = SourceMapper() - processor = LegalDataProcessor("file_catalog.json") + processor = LegalProcessor("file_catalog.json") tokenizer = AutoTokenizer.from_pretrained("crumb/nano-mistral") tokenizer.pad_token = tokenizer.eos_token - # Przygotowanie danych + # Przetwarzanie danych data = [] - def process_file(file_path): - nonlocal data - text = processor.extract_text(file_path) - if not text: - return - - doc_type = processor.identify_document(os.path.basename(file_path)) - if doc_type != "Opracowanie własne": - processed = processor.process_legal(text, doc_type) - else: - processed = processor.process_custom(text) - - for text, source in processed: - source_mapper.add_source(source) - data.append({ - "text": text, - "source_idx": source_mapper.get_idx(source) - }) + def process_and_augment(file_path): + try: + items = processor.process_file(file_path) + for text in items: + source = text.split("]")[0][1:] + source_mapper.add_source(source) + + # Oryginalny tekst + data.append({ + "text": text, + "source_idx": source_mapper.get_idx(source) + }) + + # Augmentacja - 2 warianty + for _ in range(2): + words = text.split() + if len(words) > 5: + # Losowa zamiana kolejności słów + random.shuffle(words) + augmented = " ".join(words) + data.append({ + "text": augmented, + "source_idx": source_mapper.get_idx(source) + }) + except Exception as e: + print(f"Błąd przetwarzania {file_path}: {str(e)}") # Przetwarzanie wielowątkowe with ThreadPoolExecutor(max_workers=cpu_count()) as executor: futures = [] - for root, _, files in os.walk("files"): + for root, _, files in os.walk("files"): # Folder z danymi for file in files: - futures.append(executor.submit( - process_file, - os.path.join(root, file) - )) + file_path = os.path.join(root, file) + futures.append(executor.submit(process_and_augment, file_path)) for future in futures: - try: - future.result() - except Exception as e: - print(f"Błąd: {str(e)}") - - # Augmentacja - print(f"Przed augmentacją: {len(data)} przykładów") - augmented = [] - for item in data: - for _ in range(2): # 2 dodatkowe warianty - sentences = item['text'].split('. ') - random.shuffle(sentences) - augmented.append({ - "text": '. '.join(sentences), - "source_idx": item["source_idx"] - }) - data += augmented - print(f"Po augmentacji: {len(data)} przykładów") + future.result() + print(f"\nPrzygotowano {len(data)} przykładów treningowych") + print("Przykładowe dane:") + for example in random.sample(data, 3): + print(f"\nŹródło: {source_mapper.get_source(example['source_idx'])}") + print(f"Tekst: {example['text'][:150]}...") + # Przygotowanie datasetu dataset = Dataset.from_list(data) @@ -216,21 +246,19 @@ def main(): batch_size=32, num_proc=4 ) + + # Inicjalizacja modelu + model = CustomModel("crumb/nano-mistral") + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + model.to(device) - # Model - model = AutoModelForCausalLM.from_pretrained( - "crumb/nano-mistral", - trust_remote_code=True - ) - model.resize_token_embeddings(len(tokenizer)) - - # Trening + # Konfiguracja treningu training_args = TrainingArguments( - output_dir="./results", + output_dir="./wyniki", num_train_epochs=5, per_device_train_batch_size=2, gradient_accumulation_steps=8, - learning_rate=1e-4, + learning_rate=2e-5, fp16=torch.cuda.is_available(), logging_steps=20, save_strategy="epoch", @@ -241,16 +269,17 @@ def main(): model=model, args=training_args, train_dataset=tokenized_ds, - data_collator=EnhancedDataCollator(tokenizer=tokenizer, mlm=False) + data_collator=DataCollatorForLanguageModeling(tokenizer=tokenizer, mlm=False) ) - print("Rozpoczęcie treningu...") + # Trening + print("\nRozpoczynanie treningu...") trainer.train() - print("Trening zakończony!") - # Zapisz model - model.save_pretrained("./trained_model") - tokenizer.save_pretrained("./trained_model") + # Zapis modelu + model.save_pretrained("./trained_legal_model") + tokenizer.save_pretrained("./trained_legal_model") + print("Trening zakończony pomyślnie!") if __name__ == "__main__": main() \ No newline at end of file From 8bda9ab5c09f31575b3750e2984ccc181108e528 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 22:22:12 +0100 Subject: [PATCH 022/101] mod --- hft.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/hft.py b/hft.py index c5cde07..d6f77b2 100644 --- a/hft.py +++ b/hft.py @@ -24,7 +24,7 @@ from huggingface_hub import login # Konfiguracja os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="TWÓJ_TOKEN_HF") # Zastąp swoim tokenem +login(token="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") # Zastąp swoim tokenem class SourceMapper: def __init__(self): From 5e96ed31623a3d535f94fbb2bbe3ac529c1197dc Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 22:45:58 +0100 Subject: [PATCH 023/101] mod --- hft.py | 120 ++++++--------------------------------------------------- 1 file changed, 11 insertions(+), 109 deletions(-) diff --git a/hft.py b/hft.py index d6f77b2..20b6f78 100644 --- a/hft.py +++ b/hft.py @@ -19,7 +19,7 @@ from transformers import ( DataCollatorForLanguageModeling ) from datasets import Dataset -from nlpaug.augmenter.word import WordAugmenter +from nlpaug.augmenter.word import SynonymAug from huggingface_hub import login # Konfiguracja @@ -45,7 +45,7 @@ class SourceMapper: class LegalProcessor: def __init__(self, catalog_path): self.catalog = self.load_catalog(catalog_path) - self.augmenter = self.init_augmenter() + self.augmenter = SynonymAug(aug_src='wordnet', aug_max=3) def load_catalog(self, path): try: @@ -54,9 +54,6 @@ class LegalProcessor: except: return defaultdict(str) - def init_augmenter(self): - return WordAugmenter.SynonymAug(aug_src='wordnet', aug_max=3) - def process_file(self, file_path): text = self.extract_text(file_path) if not text: @@ -140,34 +137,6 @@ class LegalProcessor: return [f"[Custom] {chunk}" for chunk in chunks if chunk.strip()] -class CustomModel(torch.nn.Module): - def __init__(self, model_name): - super().__init__() - self.base_model = AutoModelForCausalLM.from_pretrained(model_name) - self.source_emb = torch.nn.Embedding(1000, self.base_model.config.hidden_size) - - # Zamrożenie parametrów bazowych - for param in self.base_model.parameters(): - param.requires_grad = False - - # Odmrożenie ostatnich warstw - for layer in self.base_model.transformer.h[-2:]: - for param in layer.parameters(): - param.requires_grad = True - - self.base_model.get_output_embeddings().requires_grad_(True) - - def forward(self, input_ids, attention_mask, labels, source_idx): - inputs_embeds = self.base_model.get_input_embeddings()(input_ids) - source_emb = self.source_emb(source_idx.clamp(0, 999)).unsqueeze(1) - inputs_embeds += source_emb - - return self.base_model( - inputs_embeds=inputs_embeds, - attention_mask=attention_mask, - labels=labels - ) - def main(): # Inicjalizacja komponentów source_mapper = SourceMapper() @@ -191,95 +160,28 @@ def main(): "source_idx": source_mapper.get_idx(source) }) - # Augmentacja - 2 warianty - for _ in range(2): - words = text.split() - if len(words) > 5: - # Losowa zamiana kolejności słów - random.shuffle(words) - augmented = " ".join(words) - data.append({ - "text": augmented, - "source_idx": source_mapper.get_idx(source) - }) + # Augmentacja + augmented = processor.augmenter.augment(text) + if augmented != text: + data.append({ + "text": augmented, + "source_idx": source_mapper.get_idx(source) + }) except Exception as e: print(f"Błąd przetwarzania {file_path}: {str(e)}") # Przetwarzanie wielowątkowe with ThreadPoolExecutor(max_workers=cpu_count()) as executor: futures = [] - for root, _, files in os.walk("files"): # Folder z danymi + for root, _, files in os.walk("files"): # Zmieniono na "files" for file in files: file_path = os.path.join(root, file) futures.append(executor.submit(process_and_augment, file_path)) for future in futures: future.result() - - print(f"\nPrzygotowano {len(data)} przykładów treningowych") - print("Przykładowe dane:") - for example in random.sample(data, 3): - print(f"\nŹródło: {source_mapper.get_source(example['source_idx'])}") - print(f"Tekst: {example['text'][:150]}...") - # Przygotowanie datasetu - dataset = Dataset.from_list(data) - - def tokenize_fn(examples): - tokenized = tokenizer( - examples["text"], - max_length=512, - padding="max_length", - truncation=True, - return_tensors="pt" - ) - return { - "input_ids": tokenized["input_ids"].squeeze(), - "attention_mask": tokenized["attention_mask"].squeeze(), - "labels": tokenized["input_ids"].squeeze(), - "source_idx": examples["source_idx"] - } - - tokenized_ds = dataset.map( - tokenize_fn, - batched=True, - batch_size=32, - num_proc=4 - ) - - # Inicjalizacja modelu - model = CustomModel("crumb/nano-mistral") - device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - model.to(device) - - # Konfiguracja treningu - training_args = TrainingArguments( - output_dir="./wyniki", - num_train_epochs=5, - per_device_train_batch_size=2, - gradient_accumulation_steps=8, - learning_rate=2e-5, - fp16=torch.cuda.is_available(), - logging_steps=20, - save_strategy="epoch", - report_to="none" - ) - - trainer = Trainer( - model=model, - args=training_args, - train_dataset=tokenized_ds, - data_collator=DataCollatorForLanguageModeling(tokenizer=tokenizer, mlm=False) - ) - - # Trening - print("\nRozpoczynanie treningu...") - trainer.train() - - # Zapis modelu - model.save_pretrained("./trained_legal_model") - tokenizer.save_pretrained("./trained_legal_model") - print("Trening zakończony pomyślnie!") + # Reszta kodu pozostaje bez zmian... if __name__ == "__main__": main() \ No newline at end of file From 999eded5682ba12d6f49f1f091e5670e9d4462f8 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 22:50:35 +0100 Subject: [PATCH 024/101] mod --- hft.py | 102 +++++++++++++++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 99 insertions(+), 3 deletions(-) diff --git a/hft.py b/hft.py index 20b6f78..0561452 100644 --- a/hft.py +++ b/hft.py @@ -1,3 +1,8 @@ +import nltk +nltk.download('averaged_perceptron_tagger', quiet=True) +nltk.download('wordnet', quiet=True) +nltk.download('punkt', quiet=True) + import os import torch import random @@ -45,7 +50,7 @@ class SourceMapper: class LegalProcessor: def __init__(self, catalog_path): self.catalog = self.load_catalog(catalog_path) - self.augmenter = SynonymAug(aug_src='wordnet', aug_max=3) + self.augmenter = SynonymAug(aug_src='wordnet', aug_max=3, lang='pol') def load_catalog(self, path): try: @@ -137,6 +142,34 @@ class LegalProcessor: return [f"[Custom] {chunk}" for chunk in chunks if chunk.strip()] +class CustomModel(torch.nn.Module): + def __init__(self, model_name): + super().__init__() + self.base_model = AutoModelForCausalLM.from_pretrained(model_name) + self.source_emb = torch.nn.Embedding(1000, self.base_model.config.hidden_size) + + # Zamrożenie parametrów bazowych + for param in self.base_model.parameters(): + param.requires_grad = False + + # Odmrożenie ostatnich warstw + for layer in self.base_model.transformer.h[-2:]: + for param in layer.parameters(): + param.requires_grad = True + + self.base_model.get_output_embeddings().requires_grad_(True) + + def forward(self, input_ids, attention_mask, labels, source_idx): + inputs_embeds = self.base_model.get_input_embeddings()(input_ids) + source_emb = self.source_emb(source_idx.clamp(0, 999)).unsqueeze(1) + inputs_embeds += source_emb + + return self.base_model( + inputs_embeds=inputs_embeds, + attention_mask=attention_mask, + labels=labels + ) + def main(): # Inicjalizacja komponentów source_mapper = SourceMapper() @@ -173,7 +206,7 @@ def main(): # Przetwarzanie wielowątkowe with ThreadPoolExecutor(max_workers=cpu_count()) as executor: futures = [] - for root, _, files in os.walk("files"): # Zmieniono na "files" + for root, _, files in os.walk("files"): for file in files: file_path = os.path.join(root, file) futures.append(executor.submit(process_and_augment, file_path)) @@ -181,7 +214,70 @@ def main(): for future in futures: future.result() - # Reszta kodu pozostaje bez zmian... + print(f"\nPrzygotowano {len(data)} przykładów treningowych") + print("Przykładowe dane:") + for example in random.sample(data, 3): + print(f"\nŹródło: {source_mapper.get_source(example['source_idx'])}") + print(f"Tekst: {example['text'][:150]}...") + + # Przygotowanie datasetu + dataset = Dataset.from_list(data) + + def tokenize_fn(examples): + tokenized = tokenizer( + examples["text"], + max_length=512, + padding="max_length", + truncation=True, + return_tensors="pt" + ) + return { + "input_ids": tokenized["input_ids"].squeeze(), + "attention_mask": tokenized["attention_mask"].squeeze(), + "labels": tokenized["input_ids"].squeeze(), + "source_idx": examples["source_idx"] + } + + tokenized_ds = dataset.map( + tokenize_fn, + batched=True, + batch_size=32, + num_proc=4 + ) + + # Inicjalizacja modelu + model = CustomModel("crumb/nano-mistral") + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + model.to(device) + + # Konfiguracja treningu + training_args = TrainingArguments( + output_dir="./wyniki", + num_train_epochs=5, + per_device_train_batch_size=2, + gradient_accumulation_steps=8, + learning_rate=2e-5, + fp16=torch.cuda.is_available(), + logging_steps=20, + save_strategy="epoch", + report_to="none" + ) + + trainer = Trainer( + model=model, + args=training_args, + train_dataset=tokenized_ds, + data_collator=DataCollatorForLanguageModeling(tokenizer=tokenizer, mlm=False) + ) + + # Trening + print("\nRozpoczynanie treningu...") + trainer.train() + + # Zapis modelu + model.save_pretrained("./trained_legal_model") + tokenizer.save_pretrained("./trained_legal_model") + print("Trening zakończony pomyślnie!") if __name__ == "__main__": main() \ No newline at end of file From 9004cd8cc139e96cbdaa6718541f897e281130b0 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 22:54:44 +0100 Subject: [PATCH 025/101] =?UTF-8?q?TEN=20KOD=20DZIA=C5=81A?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- hft.py | 412 +++++++++++++++++++++++++++------------------------------ 1 file changed, 194 insertions(+), 218 deletions(-) diff --git a/hft.py b/hft.py index 0561452..7f4292f 100644 --- a/hft.py +++ b/hft.py @@ -1,35 +1,21 @@ -import nltk -nltk.download('averaged_perceptron_tagger', quiet=True) -nltk.download('wordnet', quiet=True) -nltk.download('punkt', quiet=True) - import os import torch -import random +import torch.nn as nn +from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer, DataCollatorForLanguageModeling +from datasets import Dataset import re import json import PyPDF2 import docx2txt import pytesseract -import numpy as np from PIL import Image from collections import defaultdict -from multiprocessing import cpu_count -from concurrent.futures import ThreadPoolExecutor -from transformers import ( - AutoTokenizer, - AutoModelForCausalLM, - TrainingArguments, - Trainer, - DataCollatorForLanguageModeling -) -from datasets import Dataset -from nlpaug.augmenter.word import SynonymAug from huggingface_hub import login # Konfiguracja +os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="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") # Zastąp swoim tokenem +login(token="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") class SourceMapper: def __init__(self): @@ -47,237 +33,227 @@ class SourceMapper: def get_source(self, idx): return self.idx_to_source.get(idx, "Unknown") -class LegalProcessor: - def __init__(self, catalog_path): - self.catalog = self.load_catalog(catalog_path) - self.augmenter = SynonymAug(aug_src='wordnet', aug_max=3, lang='pol') +def load_file_catalog(catalog_path): + try: + with open(catalog_path, 'r', encoding='utf-8') as file: + return json.load(file) + except Exception as e: + print(f"Błąd wczytywania katalogu plików: {str(e)}") + return {} + +def identify_legal_document(filename, file_catalog): + base_name = os.path.splitext(filename)[0].lower() + return file_catalog.get(base_name, "Opracowanie własne") + +def extract_text_from_file(file_path): + try: + _, ext = os.path.splitext(file_path) + ext = ext.lower() - def load_catalog(self, path): - try: - with open(path, 'r', encoding='utf-8') as f: - return json.load(f) - except: - return defaultdict(str) - - def process_file(self, file_path): - text = self.extract_text(file_path) - if not text: - return [] - - doc_type = self.identify_doc_type(file_path) - return self.split_content(text, doc_type) - - def extract_text(self, file_path): - ext = os.path.splitext(file_path)[1].lower() - try: - if ext == '.pdf': - return self.extract_pdf(file_path) - elif ext in ['.doc', '.docx']: - return docx2txt.process(file_path) - elif ext in ['.jpg', '.jpeg', '.png']: - return self.extract_image(file_path) - else: - with open(file_path, 'r', encoding='utf-8') as f: - return f.read() - except Exception as e: - print(f"Błąd przetwarzania {file_path}: {str(e)}") + if ext in ['.txt', '.md']: + with open(file_path, 'r', encoding='utf-8') as file: + return file.read() + elif ext == '.pdf': + text = "" + try: + with open(file_path, 'rb') as file: + reader = PyPDF2.PdfReader(file) + for page in reader.pages: + text += page.extract_text() or "" + except Exception as e: + print(f"Błąd PDF: {str(e)}") + return text + elif ext in ['.doc', '.docx']: + return docx2txt.process(file_path) + elif ext in ['.jpg', '.jpeg', '.png', '.bmp', '.tiff']: + return pytesseract.image_to_string(Image.open(file_path)) + else: + print(f"Nieobsługiwany format pliku: {ext}") return "" - - def extract_pdf(self, path): - text = "" - with open(path, 'rb') as f: - reader = PyPDF2.PdfReader(f) - for page in reader.pages: - text += page.extract_text() + "\n" - return re.sub(r'\s+', ' ', text) - - def extract_image(self, path): - return pytesseract.image_to_string( - Image.open(path), - config='--psm 4 --oem 3 -c preserve_interword_spaces=1' - ) - - def identify_doc_type(self, file_path): - base = os.path.splitext(os.path.basename(file_path))[0].lower() - return self.catalog.get(base, "Custom") - - def split_content(self, text, doc_type): - if doc_type == "Custom": - return self.split_custom(text) - return self.split_legal(text, doc_type) - - def split_legal(self, text, doc_type): - pattern = r'(?i)(Art[\.\s]*\d+[a-z]*|§\s*\d+|Rozdział\s+[IVXLCDM]+)' - parts = re.split(pattern, text) - results = [] - current_header = "" - - for part in parts: - if not part: - continue - if re.match(pattern, part): - if current_header: - results.append(current_header) - current_header = f"[{doc_type}] {part.strip()}" - else: - if current_header: - results.append(f"{current_header}: {part.strip()}") - current_header = "" - else: - results.append(part.strip()) - - return [text for text in results if len(text) > 50] - - def split_custom(self, text): - clean_text = re.sub(r'\s+', ' ', text).strip() - chunk_size = 384 - overlap = 64 - - chunks = [] - start = 0 - while start < len(clean_text): - end = start + chunk_size - chunks.append(clean_text[start:end]) - start = end - overlap - - return [f"[Custom] {chunk}" for chunk in chunks if chunk.strip()] + except Exception as e: + print(f"Błąd ekstrakcji tekstu: {str(e)}") + return "" -class CustomModel(torch.nn.Module): - def __init__(self, model_name): - super().__init__() - self.base_model = AutoModelForCausalLM.from_pretrained(model_name) - self.source_emb = torch.nn.Embedding(1000, self.base_model.config.hidden_size) - - # Zamrożenie parametrów bazowych - for param in self.base_model.parameters(): - param.requires_grad = False - - # Odmrożenie ostatnich warstw - for layer in self.base_model.transformer.h[-2:]: - for param in layer.parameters(): - param.requires_grad = True - - self.base_model.get_output_embeddings().requires_grad_(True) - - def forward(self, input_ids, attention_mask, labels, source_idx): - inputs_embeds = self.base_model.get_input_embeddings()(input_ids) - source_emb = self.source_emb(source_idx.clamp(0, 999)).unsqueeze(1) - inputs_embeds += source_emb - - return self.base_model( - inputs_embeds=inputs_embeds, - attention_mask=attention_mask, - labels=labels - ) - -def main(): - # Inicjalizacja komponentów - source_mapper = SourceMapper() - processor = LegalProcessor("file_catalog.json") - tokenizer = AutoTokenizer.from_pretrained("crumb/nano-mistral") - tokenizer.pad_token = tokenizer.eos_token - - # Przetwarzanie danych +def prepare_dataset(directory, catalog_path, source_mapper): + file_catalog = load_file_catalog(catalog_path) data = [] - def process_and_augment(file_path): - try: - items = processor.process_file(file_path) - for text in items: - source = text.split("]")[0][1:] - source_mapper.add_source(source) - - # Oryginalny tekst - data.append({ - "text": text, - "source_idx": source_mapper.get_idx(source) - }) - - # Augmentacja - augmented = processor.augmenter.augment(text) - if augmented != text: - data.append({ - "text": augmented, - "source_idx": source_mapper.get_idx(source) - }) - except Exception as e: - print(f"Błąd przetwarzania {file_path}: {str(e)}") + print(f"\n{'='*50}\nDIAGNOSTYKA DANYCH\n{'='*50}") - # Przetwarzanie wielowątkowe - with ThreadPoolExecutor(max_workers=cpu_count()) as executor: - futures = [] - for root, _, files in os.walk("files"): - for file in files: - file_path = os.path.join(root, file) - futures.append(executor.submit(process_and_augment, file_path)) + for root, _, files in os.walk(directory): + for file in files: + file_path = os.path.join(root, file) + print(f"\nPrzetwarzanie pliku: {file_path}") + + try: + text = extract_text_from_file(file_path) + if not text.strip(): + print("Pominięto - brak tekstu") + continue + + print(f"Długość tekstu: {len(text)} znaków") - for future in futures: - future.result() + doc_type = identify_legal_document(file, file_catalog) + print(f"Rozpoznany typ dokumentu: {doc_type}") + + if doc_type != "Opracowanie własne": + articles = re.split(r'(?i)(Art[\.\s]+\d+[\.\s]?)', text) + articles = [a.strip() for a in articles if a.strip()] + + print(f"Znaleziono {len(articles)} fragmentów") + + for i in range(0, len(articles)-1, 2): + article_number = articles[i] + article_content = articles[i+1] + + if len(article_content) < 50: + continue + + source = f"{doc_type}, {article_number}" + source_mapper.add_source(source) + data.append({ + "text": f"{article_number} {article_content}", + "source_idx": source_mapper.get_idx(source) + }) + else: + clean_text = re.sub(r'\s+', ' ', text).strip() + chunks = [clean_text[i:i+512] for i in range(0, len(clean_text), 512)] + chunks = [c for c in chunks if c.strip()] + + for chunk in chunks: + data.append({ + "text": chunk, + "source_idx": -1 + }) + print(f"Dodano {len(chunks)} chunków") + + except Exception as e: + print(f"Błąd podczas przetwarzania pliku: {str(e)}") + continue + + print(f"\nPodsumowanie przygotowania danych:") + print(f"Łączna liczba przykładów: {len(data)}") + if data: + print("Przykładowy wpis:") + print(json.dumps(data[0], indent=2, ensure_ascii=False)) + else: + print("BRAK DANYCH - sprawdź diagnostykę powyżej") + + return data - print(f"\nPrzygotowano {len(data)} przykładów treningowych") - print("Przykładowe dane:") - for example in random.sample(data, 3): - print(f"\nŹródło: {source_mapper.get_source(example['source_idx'])}") - print(f"Tekst: {example['text'][:150]}...") +class CustomModel(nn.Module): + def __init__(self, model_name, config): + super().__init__() + self.base_model = AutoModelForCausalLM.from_pretrained(model_name, config=config) + self.source_embedding = nn.Embedding(10000, config.hidden_size, padding_idx=-1) + + for param in self.base_model.parameters(): + param.requires_grad = False + for param in self.base_model.get_output_embeddings().parameters(): + param.requires_grad = True + + def forward(self, input_ids=None, attention_mask=None, labels=None, source_idx=None, **kwargs): + if source_idx is not None: + valid_indices = torch.clamp(source_idx, 0, self.source_embedding.num_embeddings-1) + source_embeds = self.source_embedding(valid_indices).unsqueeze(1) + inputs_embeds = self.base_model.get_input_embeddings()(input_ids) + source_embeds + return self.base_model( + inputs_embeds=inputs_embeds, + attention_mask=attention_mask, + labels=labels, + **kwargs + ) + return self.base_model( + input_ids=input_ids, + attention_mask=attention_mask, + labels=labels, + **kwargs + ) + + def generate(self, *args, **kwargs): + return self.base_model.generate(*args, **kwargs) + +class CustomDataCollator(DataCollatorForLanguageModeling): + def torch_call(self, examples): + # Przetwórz podstawowe pola + input_ids = torch.stack([torch.tensor(ex["input_ids"]) for ex in examples]) + attention_mask = torch.stack([torch.tensor(ex["attention_mask"]) for ex in examples]) + labels = torch.stack([torch.tensor(ex["labels"]) for ex in examples]) + + batch = { + "input_ids": input_ids, + "attention_mask": attention_mask, + "labels": labels + } + + # Dodaj source_idx jeśli istnieje + if "source_idx" in examples[0]: + source_idx = torch.stack([torch.tensor(ex["source_idx"]) for ex in examples]) + batch["source_idx"] = source_idx + + return batch + +def main(): + source_mapper = SourceMapper() + model_name = "crumb/nano-mistral" + tokenizer = AutoTokenizer.from_pretrained(model_name) + tokenizer.pad_token = tokenizer.eos_token + + # Przygotowanie danych + catalog_path = "file_catalog.json" + data = prepare_dataset("files", catalog_path, source_mapper) + + if not data: + print("\nBrak danych do treningu!") + return - # Przygotowanie datasetu dataset = Dataset.from_list(data) - - def tokenize_fn(examples): + + def tokenize_function(examples): tokenized = tokenizer( examples["text"], - max_length=512, - padding="max_length", truncation=True, + padding="max_length", + max_length=512, return_tensors="pt" ) return { "input_ids": tokenized["input_ids"].squeeze(), "attention_mask": tokenized["attention_mask"].squeeze(), - "labels": tokenized["input_ids"].squeeze(), - "source_idx": examples["source_idx"] + "labels": tokenized["input_ids"].squeeze().clone(), + "source_idx": examples["source_idx"] # Dodano bez konwersji do tensora } - - tokenized_ds = dataset.map( - tokenize_fn, - batched=True, - batch_size=32, - num_proc=4 - ) - # Inicjalizacja modelu - model = CustomModel("crumb/nano-mistral") + tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=16) + + model = CustomModel(model_name, AutoModelForCausalLM.from_pretrained(model_name).config) + model.source_mapper = source_mapper device = torch.device("cuda" if torch.cuda.is_available() else "cpu") model.to(device) - - # Konfiguracja treningu + training_args = TrainingArguments( - output_dir="./wyniki", - num_train_epochs=5, + output_dir="./results", + num_train_epochs=3, per_device_train_batch_size=2, - gradient_accumulation_steps=8, + gradient_accumulation_steps=4, learning_rate=2e-5, fp16=torch.cuda.is_available(), - logging_steps=20, - save_strategy="epoch", - report_to="none" + logging_steps=10, + save_strategy="steps", + save_steps=1000, + report_to="none", + remove_unused_columns=False ) - + trainer = Trainer( model=model, args=training_args, - train_dataset=tokenized_ds, - data_collator=DataCollatorForLanguageModeling(tokenizer=tokenizer, mlm=False) + train_dataset=tokenized_dataset, + data_collator=CustomDataCollator(tokenizer=tokenizer, mlm=False) ) - - # Trening - print("\nRozpoczynanie treningu...") + + print("\nRozpoczęcie treningu...") trainer.train() - - # Zapis modelu - model.save_pretrained("./trained_legal_model") - tokenizer.save_pretrained("./trained_legal_model") - print("Trening zakończony pomyślnie!") if __name__ == "__main__": main() \ No newline at end of file From a52e27920a0789163b20d782c3c09b4f6d73839c Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 22:59:19 +0100 Subject: [PATCH 026/101] mod --- hft.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/hft.py b/hft.py index 7f4292f..62c63e6 100644 --- a/hft.py +++ b/hft.py @@ -207,7 +207,7 @@ def main(): print("\nBrak danych do treningu!") return - dataset = Dataset.from_list(data) + dataset = Dataset.from_dict({k: [dic[k] for dic in data] for k in data[0]}) def tokenize_function(examples): tokenized = tokenizer( From b5ebfcc524cd03c4805037da93bafddf1959e312 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 23:03:51 +0100 Subject: [PATCH 027/101] =?UTF-8?q?ten=20dzia=C5=82a?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- hft.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/hft.py b/hft.py index 62c63e6..1fc2de8 100644 --- a/hft.py +++ b/hft.py @@ -15,7 +15,7 @@ from huggingface_hub import login # Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="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") +login(token="TWÓJ_TOKEN_HF") class SourceMapper: def __init__(self): @@ -207,7 +207,7 @@ def main(): print("\nBrak danych do treningu!") return - dataset = Dataset.from_dict({k: [dic[k] for dic in data] for k in data[0]}) + dataset = Dataset.from_list(data) def tokenize_function(examples): tokenized = tokenizer( From 1f24b7467b7fb159d292499b7fac6511edcabd86 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 23:04:21 +0100 Subject: [PATCH 028/101] =?UTF-8?q?ten=20dzia=C5=82a?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- hft.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/hft.py b/hft.py index 1fc2de8..7f4292f 100644 --- a/hft.py +++ b/hft.py @@ -15,7 +15,7 @@ from huggingface_hub import login # Konfiguracja os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="TWÓJ_TOKEN_HF") +login(token="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") class SourceMapper: def __init__(self): From 5f06f859a53d23e081f8c9de2df5371742c6e670 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 23:06:17 +0100 Subject: [PATCH 029/101] mod dataset --- hft.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/hft.py b/hft.py index 7f4292f..7c184d5 100644 --- a/hft.py +++ b/hft.py @@ -207,7 +207,9 @@ def main(): print("\nBrak danych do treningu!") return - dataset = Dataset.from_list(data) + #dataset = Dataset.from_list(data) + dataset = Dataset.from_dict({k: [d[k] for d in data] for k in data[0]}) + def tokenize_function(examples): tokenized = tokenizer( From b1512778d3a021d9b21e412c5e81569c19cffc3d Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 23:17:07 +0100 Subject: [PATCH 030/101] mod --- file_catalog.json => catalog.json | 0 hft.py | 448 ++++++++++-------- {files => legal_docs}/kodekspracy.txt | 0 {files => legal_docs}/urlopproporcjonalny.txt | 0 .../ustawaopanstwowejinspekcjipracy.pdf | Bin 5 files changed, 240 insertions(+), 208 deletions(-) rename file_catalog.json => catalog.json (100%) rename {files => legal_docs}/kodekspracy.txt (100%) rename {files => legal_docs}/urlopproporcjonalny.txt (100%) rename {files => legal_docs}/ustawaopanstwowejinspekcjipracy.pdf (100%) diff --git a/file_catalog.json b/catalog.json similarity index 100% rename from file_catalog.json rename to catalog.json diff --git a/hft.py b/hft.py index 7c184d5..a7f970a 100644 --- a/hft.py +++ b/hft.py @@ -1,8 +1,6 @@ import os import torch import torch.nn as nn -from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer, DataCollatorForLanguageModeling -from datasets import Dataset import re import json import PyPDF2 @@ -10,252 +8,286 @@ import docx2txt import pytesseract from PIL import Image from collections import defaultdict +from transformers import ( + AutoTokenizer, + AutoModelForCausalLM, + TrainingArguments, + DataCollatorForLanguageModeling +) +from datasets import Dataset from huggingface_hub import login # Konfiguracja -os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="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") +login(token="TWÓJ_TOKEN_HUGGINGFACE") -class SourceMapper: +class LegalAITrainer: def __init__(self): - self.source_to_idx = defaultdict(lambda: len(self.source_to_idx)) + self.source_mapper = defaultdict(lambda: len(self.source_mapper)) self.idx_to_source = {} - - def add_source(self, source): - if source and source not in self.source_to_idx: - idx = self.source_to_idx[source] - self.idx_to_source[idx] = source + self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + + class SourceMapper: + def __init__(self): + self.source_to_idx = defaultdict(lambda: len(self.source_to_idx)) + self.idx_to_source = {} + + def add_source(self, source): + if source and source not in self.source_to_idx: + idx = self.source_to_idx[source] + self.idx_to_source[idx] = source + + def get_idx(self, source): + return self.source_to_idx[source] if source else -1 + + def get_source(self, idx): + return self.idx_to_source.get(idx, "Unknown") + + class LegalModel(nn.Module): + def __init__(self, model_name, config): + super().__init__() + self.base_model = AutoModelForCausalLM.from_pretrained(model_name, config=config) + self.source_embedding = nn.Embedding(100000, config.hidden_size, padding_idx=-1) + self.confidence_layer = nn.Linear(config.hidden_size, 1) - def get_idx(self, source): - return self.source_to_idx[source] if source else -1 - - def get_source(self, idx): - return self.idx_to_source.get(idx, "Unknown") + # Freeze base model + for param in self.base_model.parameters(): + param.requires_grad = False + + # Trainable components + for layer in [self.source_embedding, self.confidence_layer]: + for param in layer.parameters(): + param.requires_grad = True -def load_file_catalog(catalog_path): - try: - with open(catalog_path, 'r', encoding='utf-8') as file: - return json.load(file) - except Exception as e: - print(f"Błąd wczytywania katalogu plików: {str(e)}") - return {} + def forward(self, input_ids=None, attention_mask=None, labels=None, source_idx=None): + if source_idx is not None: + source_idx = torch.clamp(source_idx, 0, self.source_embedding.num_embeddings-1) + source_embeds = self.source_embedding(source_idx).unsqueeze(1) + inputs_embeds = self.base_model.get_input_embeddings()(input_ids) + source_embeds + outputs = self.base_model( + inputs_embeds=inputs_embeds, + attention_mask=attention_mask, + labels=labels + ) + else: + outputs = self.base_model( + input_ids=input_ids, + attention_mask=attention_mask, + labels=labels + ) + + confidence = torch.sigmoid(self.confidence_layer(outputs.hidden_states[-1].mean(dim=1))) + return { + "loss": outputs.loss, + "logits": outputs.logits, + "confidence": confidence, + "hidden_states": outputs.hidden_states + } -def identify_legal_document(filename, file_catalog): - base_name = os.path.splitext(filename)[0].lower() - return file_catalog.get(base_name, "Opracowanie własne") + def load_file_catalog(self, catalog_path): + try: + with open(catalog_path, 'r', encoding='utf-8') as f: + return json.load(f) + except Exception as e: + print(f"Błąd ładowania katalogu: {str(e)}") + return {} -def extract_text_from_file(file_path): - try: - _, ext = os.path.splitext(file_path) - ext = ext.lower() - - if ext in ['.txt', '.md']: - with open(file_path, 'r', encoding='utf-8') as file: - return file.read() - elif ext == '.pdf': - text = "" - try: - with open(file_path, 'rb') as file: - reader = PyPDF2.PdfReader(file) + def extract_text(self, file_path): + ext = os.path.splitext(file_path)[1].lower() + try: + if ext in ['.txt', '.md']: + with open(file_path, 'r', encoding='utf-8') as f: + return f.read() + elif ext == '.pdf': + text = "" + with open(file_path, 'rb') as f: + reader = PyPDF2.PdfReader(f) for page in reader.pages: text += page.extract_text() or "" - except Exception as e: - print(f"Błąd PDF: {str(e)}") - return text - elif ext in ['.doc', '.docx']: - return docx2txt.process(file_path) - elif ext in ['.jpg', '.jpeg', '.png', '.bmp', '.tiff']: - return pytesseract.image_to_string(Image.open(file_path)) - else: - print(f"Nieobsługiwany format pliku: {ext}") + return text + elif ext in ['.doc', '.docx']: + return docx2txt.process(file_path) + elif ext in ['.jpg', '.jpeg', '.png']: + return pytesseract.image_to_string(Image.open(file_path)) + else: + return "" + except Exception as e: + print(f"Błąd przetwarzania {file_path}: {str(e)}") return "" - except Exception as e: - print(f"Błąd ekstrakcji tekstu: {str(e)}") - return "" -def prepare_dataset(directory, catalog_path, source_mapper): - file_catalog = load_file_catalog(catalog_path) - data = [] - - print(f"\n{'='*50}\nDIAGNOSTYKA DANYCH\n{'='*50}") - - for root, _, files in os.walk(directory): - for file in files: - file_path = os.path.join(root, file) - print(f"\nPrzetwarzanie pliku: {file_path}") - - try: - text = extract_text_from_file(file_path) - if not text.strip(): - print("Pominięto - brak tekstu") - continue - - print(f"Długość tekstu: {len(text)} znaków") + def prepare_data(self, data_dir, catalog_path): + catalog = self.load_file_catalog(catalog_path) + data = [] + source_mapper = self.SourceMapper() + + for root, _, files in os.walk(data_dir): + for file in files: + file_path = os.path.join(root, file) + text = self.extract_text(file_path) - doc_type = identify_legal_document(file, file_catalog) - print(f"Rozpoznany typ dokumentu: {doc_type}") + if not text: + continue + + doc_type = catalog.get(os.path.splitext(file)[0].lower(), "Opracowanie własne") if doc_type != "Opracowanie własne": - articles = re.split(r'(?i)(Art[\.\s]+\d+[\.\s]?)', text) - articles = [a.strip() for a in articles if a.strip()] - - print(f"Znaleziono {len(articles)} fragmentów") - - for i in range(0, len(articles)-1, 2): - article_number = articles[i] - article_content = articles[i+1] + articles = re.split(r'(?i)(Art\.\s*\d+[a-z]*)', text) + for i in range(1, len(articles), 2): + art_num = articles[i].strip() + content = articles[i+1].strip() - if len(article_content) < 50: + if len(content) < 100: continue - source = f"{doc_type}, {article_number}" + source = f"{doc_type}, {art_num}" source_mapper.add_source(source) data.append({ - "text": f"{article_number} {article_content}", - "source_idx": source_mapper.get_idx(source) + "text": f"[LEGAL] {art_num} {content}", + "source_idx": source_mapper.get_idx(source), + "is_legal": 1 }) else: - clean_text = re.sub(r'\s+', ' ', text).strip() - chunks = [clean_text[i:i+512] for i in range(0, len(clean_text), 512)] - chunks = [c for c in chunks if c.strip()] - + chunks = [f"[GENERAL] {text[i:i+512]}" for i in range(0, len(text), 512)] for chunk in chunks: data.append({ "text": chunk, - "source_idx": -1 + "source_idx": -1, + "is_legal": 0 }) - print(f"Dodano {len(chunks)} chunków") - - except Exception as e: - print(f"Błąd podczas przetwarzania pliku: {str(e)}") - continue - - print(f"\nPodsumowanie przygotowania danych:") - print(f"Łączna liczba przykładów: {len(data)}") - if data: - print("Przykładowy wpis:") - print(json.dumps(data[0], indent=2, ensure_ascii=False)) - else: - print("BRAK DANYCH - sprawdź diagnostykę powyżej") - return data + return Dataset.from_dict({k: [d[k] for d in data] for k in data[0]}), source_mapper -class CustomModel(nn.Module): - def __init__(self, model_name, config): - super().__init__() - self.base_model = AutoModelForCausalLM.from_pretrained(model_name, config=config) - self.source_embedding = nn.Embedding(10000, config.hidden_size, padding_idx=-1) - - for param in self.base_model.parameters(): - param.requires_grad = False - for param in self.base_model.get_output_embeddings().parameters(): - param.requires_grad = True - - def forward(self, input_ids=None, attention_mask=None, labels=None, source_idx=None, **kwargs): - if source_idx is not None: - valid_indices = torch.clamp(source_idx, 0, self.source_embedding.num_embeddings-1) - source_embeds = self.source_embedding(valid_indices).unsqueeze(1) - inputs_embeds = self.base_model.get_input_embeddings()(input_ids) + source_embeds - return self.base_model( - inputs_embeds=inputs_embeds, - attention_mask=attention_mask, - labels=labels, - **kwargs + def train(self, model_name="crumb/nano-mistral", data_dir="data", catalog_path="catalog.json"): + # Przygotowanie danych + dataset, source_mapper = self.prepare_data(data_dir, catalog_path) + tokenizer = AutoTokenizer.from_pretrained(model_name) + tokenizer.pad_token = tokenizer.eos_token + + # Tokenizacja + def tokenize_fn(examples): + tokenized = tokenizer( + examples["text"], + padding="max_length", + truncation=True, + max_length=512, + return_tensors="pt" ) - return self.base_model( - input_ids=input_ids, - attention_mask=attention_mask, - labels=labels, - **kwargs + return { + "input_ids": tokenized["input_ids"].squeeze(), + "attention_mask": tokenized["attention_mask"].squeeze(), + "labels": tokenized["input_ids"].squeeze().clone(), + "source_idx": examples["source_idx"] + } + + tokenized_dataset = dataset.map(tokenize_fn, batched=True, batch_size=16) + + # Inicjalizacja modelu + config = AutoModelForCausalLM.from_pretrained(model_name).config + model = self.LegalModel(model_name, config).to(self.device) + + # Konfiguracja treningu + training_args = TrainingArguments( + output_dir="./legal_ai_model", + num_train_epochs=5, + per_device_train_batch_size=2, + gradient_accumulation_steps=4, + learning_rate=2e-5, + fp16=torch.cuda.is_available(), + logging_steps=50, + save_strategy="steps", + save_steps=500, + report_to="none", + remove_unused_columns=False ) - - def generate(self, *args, **kwargs): - return self.base_model.generate(*args, **kwargs) -class CustomDataCollator(DataCollatorForLanguageModeling): - def torch_call(self, examples): - # Przetwórz podstawowe pola - input_ids = torch.stack([torch.tensor(ex["input_ids"]) for ex in examples]) - attention_mask = torch.stack([torch.tensor(ex["attention_mask"]) for ex in examples]) - labels = torch.stack([torch.tensor(ex["labels"]) for ex in examples]) + # Customowy Trainer + class LegalTrainer(Trainer): + def compute_loss(self, model, inputs, return_outputs=False): + outputs = model(**inputs) + loss = outputs.loss + + # Confidence loss + target_conf = (inputs["source_idx"] != -1).float() + conf_loss = nn.BCELoss()(outputs.confidence.squeeze(), target_conf) + + total_loss = loss + 0.7*conf_loss + return (total_loss, outputs) if return_outputs else total_loss + + # Trening + trainer = LegalTrainer( + model=model, + args=training_args, + train_dataset=tokenized_dataset, + data_collator=DataCollatorForLanguageModeling(tokenizer=tokenizer, mlm=False) + ) + + print("Rozpoczęcie treningu...") + trainer.train() - batch = { - "input_ids": input_ids, - "attention_mask": attention_mask, - "labels": labels - } + # Zapisz model + model.save_pretrained("./trained_legal_ai") + tokenizer.save_pretrained("./trained_legal_ai") + with open("./trained_legal_ai/source_mapper.json", "w") as f: + json.dump(source_mapper.idx_to_source, f) + + print("Trening zakończony i model zapisany!") + + def generate_response(self, prompt, confidence_threshold=0.65): + # Ładowanie modelu + model = self.LegalModel.from_pretrained("./trained_legal_ai", + config=AutoModelForCausalLM.from_pretrained("crumb/nano-mistral").config) + tokenizer = AutoTokenizer.from_pretrained("./trained_legal_ai") + model.to(self.device) - # Dodaj source_idx jeśli istnieje - if "source_idx" in examples[0]: - source_idx = torch.stack([torch.tensor(ex["source_idx"]) for ex in examples]) - batch["source_idx"] = source_idx - - return batch + # Ładowanie mapowania źródeł + with open("./trained_legal_ai/source_mapper.json", "r") as f: + source_mapper = json.load(f) -def main(): - source_mapper = SourceMapper() - model_name = "crumb/nano-mistral" - tokenizer = AutoTokenizer.from_pretrained(model_name) - tokenizer.pad_token = tokenizer.eos_token - - # Przygotowanie danych - catalog_path = "file_catalog.json" - data = prepare_dataset("files", catalog_path, source_mapper) - - if not data: - print("\nBrak danych do treningu!") - return - - #dataset = Dataset.from_list(data) - dataset = Dataset.from_dict({k: [d[k] for d in data] for k in data[0]}) - - - def tokenize_function(examples): - tokenized = tokenizer( - examples["text"], - truncation=True, - padding="max_length", + # Przygotowanie wejścia + inputs = tokenizer( + f"[PROMPT] {prompt} [RESPONSE]", + return_tensors="pt", max_length=512, - return_tensors="pt" - ) - return { - "input_ids": tokenized["input_ids"].squeeze(), - "attention_mask": tokenized["attention_mask"].squeeze(), - "labels": tokenized["input_ids"].squeeze().clone(), - "source_idx": examples["source_idx"] # Dodano bez konwersji do tensora - } + truncation=True + ).to(self.device) - tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=16) + # Generacja + with torch.no_grad(): + outputs = model.generate( + input_ids=inputs.input_ids, + attention_mask=inputs.attention_mask, + max_length=512, + do_sample=True, + temperature=0.7, + top_k=50, + pad_token_id=tokenizer.eos_token_id, + output_scores=True, + return_dict_in_generate=True + ) - model = CustomModel(model_name, AutoModelForCausalLM.from_pretrained(model_name).config) - model.source_mapper = source_mapper - device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - model.to(device) + # Analiza wyników + full_text = tokenizer.decode(outputs.sequences[0], skip_special_tokens=True) + confidence = torch.sigmoid(outputs.scores[-1][:, tokenizer.eos_token_id]).item() + + # Ekstrakcja i weryfikacja źródeł + citations = list(set(re.findall(r"Art\.\s*\d+[a-z]*", full_text))) + verified = [c for c in citations if any(c in s for s in source_mapper.values())] - training_args = TrainingArguments( - output_dir="./results", - num_train_epochs=3, - per_device_train_batch_size=2, - gradient_accumulation_steps=4, - learning_rate=2e-5, - fp16=torch.cuda.is_available(), - logging_steps=10, - save_strategy="steps", - save_steps=1000, - report_to="none", - remove_unused_columns=False - ) - - trainer = Trainer( - model=model, - args=training_args, - train_dataset=tokenized_dataset, - data_collator=CustomDataCollator(tokenizer=tokenizer, mlm=False) - ) - - print("\nRozpoczęcie treningu...") - trainer.train() + if confidence < confidence_threshold or not verified: + return "Nie mogę udzielić jednoznacznej odpowiedzi na podstawie dostępnych danych." + else: + return f"{full_text}\n\nPotwierdzone źródła: {', '.join(verified)}" if __name__ == "__main__": - main() \ No newline at end of file + legal_ai = LegalAITrainer() + + # Etap 1: Trening + legal_ai.train( + model_name="crumb/nano-mistral", + data_dir="./legal_docs", + catalog_path="./catalog.json" + ) + + # Etap 2: Testowanie + test_prompt = "Ile dni urlopu przysługuje po 5 latach pracy w pełnym wymiarze?" + print(legal_ai.generate_response(test_prompt)) \ No newline at end of file diff --git a/files/kodekspracy.txt b/legal_docs/kodekspracy.txt similarity index 100% rename from files/kodekspracy.txt rename to legal_docs/kodekspracy.txt diff --git a/files/urlopproporcjonalny.txt b/legal_docs/urlopproporcjonalny.txt similarity index 100% rename from files/urlopproporcjonalny.txt rename to legal_docs/urlopproporcjonalny.txt diff --git a/files/ustawaopanstwowejinspekcjipracy.pdf b/legal_docs/ustawaopanstwowejinspekcjipracy.pdf similarity index 100% rename from files/ustawaopanstwowejinspekcjipracy.pdf rename to legal_docs/ustawaopanstwowejinspekcjipracy.pdf From e393cf5fd884de0bef3bbc5f3e015a0ba60cab66 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 23:17:37 +0100 Subject: [PATCH 031/101] mod --- hft.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/hft.py b/hft.py index a7f970a..f774ead 100644 --- a/hft.py +++ b/hft.py @@ -19,7 +19,7 @@ from huggingface_hub import login # Konfiguracja os.environ["TOKENIZERS_PARALLELISM"] = "false" -login(token="TWÓJ_TOKEN_HUGGINGFACE") +login(token="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") class LegalAITrainer: def __init__(self): From 4342eb69c45675be03ca3ceb892cf37918432078 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 23:21:49 +0100 Subject: [PATCH 032/101] mod --- hft.py | 65 ++++++++++++++++++++++++++++------------------------------ 1 file changed, 31 insertions(+), 34 deletions(-) diff --git a/hft.py b/hft.py index f774ead..5a2e8f7 100644 --- a/hft.py +++ b/hft.py @@ -12,9 +12,10 @@ from transformers import ( AutoTokenizer, AutoModelForCausalLM, TrainingArguments, + Trainer, DataCollatorForLanguageModeling ) -from datasets import Dataset +from datasets import Dataset, Features, Value, Sequence from huggingface_hub import login # Konfiguracja @@ -23,8 +24,6 @@ login(token="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") class LegalAITrainer: def __init__(self): - self.source_mapper = defaultdict(lambda: len(self.source_mapper)) - self.idx_to_source = {} self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu") class SourceMapper: @@ -155,15 +154,23 @@ class LegalAITrainer: "is_legal": 0 }) - return Dataset.from_dict({k: [d[k] for d in data] for k in data[0]}), source_mapper + features = Features({ + "text": Value("string"), + "source_idx": Value("int32"), + "is_legal": Value("int32") + }) + + return Dataset.from_dict({ + "text": [d["text"] for d in data], + "source_idx": [d["source_idx"] for d in data], + "is_legal": [d["is_legal"] for d in data] + }, features=features), source_mapper def train(self, model_name="crumb/nano-mistral", data_dir="data", catalog_path="catalog.json"): - # Przygotowanie danych dataset, source_mapper = self.prepare_data(data_dir, catalog_path) tokenizer = AutoTokenizer.from_pretrained(model_name) tokenizer.pad_token = tokenizer.eos_token - # Tokenizacja def tokenize_fn(examples): tokenized = tokenizer( examples["text"], @@ -173,22 +180,20 @@ class LegalAITrainer: return_tensors="pt" ) return { - "input_ids": tokenized["input_ids"].squeeze(), - "attention_mask": tokenized["attention_mask"].squeeze(), - "labels": tokenized["input_ids"].squeeze().clone(), - "source_idx": examples["source_idx"] + "input_ids": tokenized["input_ids"].squeeze().to(torch.int32), + "attention_mask": tokenized["attention_mask"].squeeze().to(torch.int32), + "labels": tokenized["input_ids"].squeeze().clone().to(torch.int32), + "source_idx": torch.tensor(examples["source_idx"], dtype=torch.int32) } tokenized_dataset = dataset.map(tokenize_fn, batched=True, batch_size=16) - # Inicjalizacja modelu config = AutoModelForCausalLM.from_pretrained(model_name).config model = self.LegalModel(model_name, config).to(self.device) - # Konfiguracja treningu training_args = TrainingArguments( output_dir="./legal_ai_model", - num_train_epochs=5, + num_train_epochs=3, per_device_train_batch_size=2, gradient_accumulation_steps=4, learning_rate=2e-5, @@ -200,20 +205,17 @@ class LegalAITrainer: remove_unused_columns=False ) - # Customowy Trainer class LegalTrainer(Trainer): def compute_loss(self, model, inputs, return_outputs=False): outputs = model(**inputs) - loss = outputs.loss + loss = outputs["loss"] - # Confidence loss target_conf = (inputs["source_idx"] != -1).float() - conf_loss = nn.BCELoss()(outputs.confidence.squeeze(), target_conf) + conf_loss = nn.BCELoss()(outputs["confidence"].squeeze(), target_conf) - total_loss = loss + 0.7*conf_loss + total_loss = loss + 0.7 * conf_loss return (total_loss, outputs) if return_outputs else total_loss - # Trening trainer = LegalTrainer( model=model, args=training_args, @@ -224,26 +226,24 @@ class LegalAITrainer: print("Rozpoczęcie treningu...") trainer.train() - # Zapisz model model.save_pretrained("./trained_legal_ai") tokenizer.save_pretrained("./trained_legal_ai") with open("./trained_legal_ai/source_mapper.json", "w") as f: json.dump(source_mapper.idx_to_source, f) - print("Trening zakończony i model zapisany!") + print("Trening zakończony!") def generate_response(self, prompt, confidence_threshold=0.65): - # Ładowanie modelu - model = self.LegalModel.from_pretrained("./trained_legal_ai", - config=AutoModelForCausalLM.from_pretrained("crumb/nano-mistral").config) - tokenizer = AutoTokenizer.from_pretrained("./trained_legal_ai") - model.to(self.device) + model = self.LegalModel.from_pretrained( + "./trained_legal_ai", + config=AutoModelForCausalLM.from_pretrained("crumb/nano-mistral").config + ).to(self.device) + + tokenizer = AutoTokenizer.from_pretrained("./trained_legal_ai") - # Ładowanie mapowania źródeł with open("./trained_legal_ai/source_mapper.json", "r") as f: source_mapper = json.load(f) - # Przygotowanie wejścia inputs = tokenizer( f"[PROMPT] {prompt} [RESPONSE]", return_tensors="pt", @@ -251,7 +251,6 @@ class LegalAITrainer: truncation=True ).to(self.device) - # Generacja with torch.no_grad(): outputs = model.generate( input_ids=inputs.input_ids, @@ -265,11 +264,9 @@ class LegalAITrainer: return_dict_in_generate=True ) - # Analiza wyników full_text = tokenizer.decode(outputs.sequences[0], skip_special_tokens=True) confidence = torch.sigmoid(outputs.scores[-1][:, tokenizer.eos_token_id]).item() - # Ekstrakcja i weryfikacja źródeł citations = list(set(re.findall(r"Art\.\s*\d+[a-z]*", full_text))) verified = [c for c in citations if any(c in s for s in source_mapper.values())] @@ -281,13 +278,13 @@ class LegalAITrainer: if __name__ == "__main__": legal_ai = LegalAITrainer() - # Etap 1: Trening + # Trening legal_ai.train( model_name="crumb/nano-mistral", data_dir="./legal_docs", catalog_path="./catalog.json" ) - # Etap 2: Testowanie - test_prompt = "Ile dni urlopu przysługuje po 5 latach pracy w pełnym wymiarze?" + # Test + test_prompt = "Jakie są obowiązki pracodawcy w zakresie BHP?" print(legal_ai.generate_response(test_prompt)) \ No newline at end of file From d00a1831047605569f1a74b9c9f39238bbc94398 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 23:25:21 +0100 Subject: [PATCH 033/101] mod --- hft.py | 14 ++++++++------ 1 file changed, 8 insertions(+), 6 deletions(-) diff --git a/hft.py b/hft.py index 5a2e8f7..13ee571 100644 --- a/hft.py +++ b/hft.py @@ -156,13 +156,13 @@ class LegalAITrainer: features = Features({ "text": Value("string"), - "source_idx": Value("int32"), + "source_idx": Sequence(Value("int32")), "is_legal": Value("int32") }) return Dataset.from_dict({ "text": [d["text"] for d in data], - "source_idx": [d["source_idx"] for d in data], + "source_idx": [[d["source_idx"]] for d in data], # Zwracamy jako listę list "is_legal": [d["is_legal"] for d in data] }, features=features), source_mapper @@ -179,11 +179,13 @@ class LegalAITrainer: max_length=512, return_tensors="pt" ) + + # Konwersja tensorów do list i odpowiednich typów return { - "input_ids": tokenized["input_ids"].squeeze().to(torch.int32), - "attention_mask": tokenized["attention_mask"].squeeze().to(torch.int32), - "labels": tokenized["input_ids"].squeeze().clone().to(torch.int32), - "source_idx": torch.tensor(examples["source_idx"], dtype=torch.int32) + "input_ids": [ids.tolist() for ids in tokenized["input_ids"]], + "attention_mask": [mask.tolist() for mask in tokenized["attention_mask"]], + "labels": [labels.tolist() for labels in tokenized["input_ids"]], + "source_idx": [[idx] for idx in examples["source_idx"]] # Sekwencja długości 1 } tokenized_dataset = dataset.map(tokenize_fn, batched=True, batch_size=16) From 85ba5346fbc8947b4ce19d29572bb52330642f65 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 23:27:54 +0100 Subject: [PATCH 034/101] mod --- hft.py | 22 ++++++++-------------- 1 file changed, 8 insertions(+), 14 deletions(-) diff --git a/hft.py b/hft.py index 13ee571..6e35ca2 100644 --- a/hft.py +++ b/hft.py @@ -15,7 +15,7 @@ from transformers import ( Trainer, DataCollatorForLanguageModeling ) -from datasets import Dataset, Features, Value, Sequence +from datasets import Dataset, Features, Value from huggingface_hub import login # Konfiguracja @@ -49,11 +49,9 @@ class LegalAITrainer: self.source_embedding = nn.Embedding(100000, config.hidden_size, padding_idx=-1) self.confidence_layer = nn.Linear(config.hidden_size, 1) - # Freeze base model for param in self.base_model.parameters(): param.requires_grad = False - # Trainable components for layer in [self.source_embedding, self.confidence_layer]: for param in layer.parameters(): param.requires_grad = True @@ -156,13 +154,13 @@ class LegalAITrainer: features = Features({ "text": Value("string"), - "source_idx": Sequence(Value("int32")), + "source_idx": Value("int32"), "is_legal": Value("int32") }) return Dataset.from_dict({ "text": [d["text"] for d in data], - "source_idx": [[d["source_idx"]] for d in data], # Zwracamy jako listę list + "source_idx": [d["source_idx"] for d in data], "is_legal": [d["is_legal"] for d in data] }, features=features), source_mapper @@ -179,13 +177,11 @@ class LegalAITrainer: max_length=512, return_tensors="pt" ) - - # Konwersja tensorów do list i odpowiednich typów return { - "input_ids": [ids.tolist() for ids in tokenized["input_ids"]], - "attention_mask": [mask.tolist() for mask in tokenized["attention_mask"]], - "labels": [labels.tolist() for labels in tokenized["input_ids"]], - "source_idx": [[idx] for idx in examples["source_idx"]] # Sekwencja długości 1 + "input_ids": tokenized["input_ids"].squeeze(), + "attention_mask": tokenized["attention_mask"].squeeze(), + "labels": tokenized["input_ids"].squeeze().clone(), + "source_idx": torch.tensor(examples["source_idx"], dtype=torch.int32) } tokenized_dataset = dataset.map(tokenize_fn, batched=True, batch_size=16) @@ -280,13 +276,11 @@ class LegalAITrainer: if __name__ == "__main__": legal_ai = LegalAITrainer() - # Trening legal_ai.train( model_name="crumb/nano-mistral", data_dir="./legal_docs", catalog_path="./catalog.json" ) - # Test - test_prompt = "Jakie są obowiązki pracodawcy w zakresie BHP?" + test_prompt = "Jakie są kary za prowadzenie pojazdu pod wpływem alkoholu?" print(legal_ai.generate_response(test_prompt)) \ No newline at end of file From 537e191d5f0c526ec351ef1d1d8d5aeb71ded5c1 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 23:31:53 +0100 Subject: [PATCH 035/101] mod --- hft.py | 28 +++++++++++++++++++--------- 1 file changed, 19 insertions(+), 9 deletions(-) diff --git a/hft.py b/hft.py index 6e35ca2..6215459 100644 --- a/hft.py +++ b/hft.py @@ -3,6 +3,7 @@ import torch import torch.nn as nn import re import json +import numpy as np import PyPDF2 import docx2txt import pytesseract @@ -18,7 +19,6 @@ from transformers import ( from datasets import Dataset, Features, Value from huggingface_hub import login -# Konfiguracja os.environ["TOKENIZERS_PARALLELISM"] = "false" login(token="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") @@ -160,8 +160,8 @@ class LegalAITrainer: return Dataset.from_dict({ "text": [d["text"] for d in data], - "source_idx": [d["source_idx"] for d in data], - "is_legal": [d["is_legal"] for d in data] + "source_idx": np.array([d["source_idx"] for d in data], dtype=np.int32), + "is_legal": np.array([d["is_legal"] for d in data], dtype=np.int32) }, features=features), source_mapper def train(self, model_name="crumb/nano-mistral", data_dir="data", catalog_path="catalog.json"): @@ -178,14 +178,24 @@ class LegalAITrainer: return_tensors="pt" ) return { - "input_ids": tokenized["input_ids"].squeeze(), - "attention_mask": tokenized["attention_mask"].squeeze(), - "labels": tokenized["input_ids"].squeeze().clone(), - "source_idx": torch.tensor(examples["source_idx"], dtype=torch.int32) + "input_ids": tokenized["input_ids"].squeeze().tolist(), + "attention_mask": tokenized["attention_mask"].squeeze().tolist(), + "labels": tokenized["input_ids"].squeeze().clone().tolist(), + "source_idx": examples["source_idx"] } tokenized_dataset = dataset.map(tokenize_fn, batched=True, batch_size=16) + class CustomDataCollator(DataCollatorForLanguageModeling): + def torch_call(self, examples): + batch = super().torch_call(examples) + if "source_idx" in examples[0]: + batch["source_idx"] = torch.tensor( + [ex["source_idx"] for ex in examples], + dtype=torch.int32 + ) + return batch + config = AutoModelForCausalLM.from_pretrained(model_name).config model = self.LegalModel(model_name, config).to(self.device) @@ -218,7 +228,7 @@ class LegalAITrainer: model=model, args=training_args, train_dataset=tokenized_dataset, - data_collator=DataCollatorForLanguageModeling(tokenizer=tokenizer, mlm=False) + data_collator=CustomDataCollator(tokenizer=tokenizer, mlm=False) ) print("Rozpoczęcie treningu...") @@ -282,5 +292,5 @@ if __name__ == "__main__": catalog_path="./catalog.json" ) - test_prompt = "Jakie są kary za prowadzenie pojazdu pod wpływem alkoholu?" + test_prompt = "Jakie są kary za nieprzestrzeganie przepisów RODO?" print(legal_ai.generate_response(test_prompt)) \ No newline at end of file From a0aab164cbc942e31fef22e659bbc0c1a3a096e2 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 23:32:39 +0100 Subject: [PATCH 036/101] =?UTF-8?q?Ten=20kod=20dzia=C5=82a!?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- hft.py | 451 ++++++++++++++++++++++++++------------------------------- 1 file changed, 208 insertions(+), 243 deletions(-) diff --git a/hft.py b/hft.py index 6215459..7c184d5 100644 --- a/hft.py +++ b/hft.py @@ -1,296 +1,261 @@ import os import torch import torch.nn as nn +from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer, DataCollatorForLanguageModeling +from datasets import Dataset import re import json -import numpy as np import PyPDF2 import docx2txt import pytesseract from PIL import Image from collections import defaultdict -from transformers import ( - AutoTokenizer, - AutoModelForCausalLM, - TrainingArguments, - Trainer, - DataCollatorForLanguageModeling -) -from datasets import Dataset, Features, Value from huggingface_hub import login +# Konfiguracja +os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" login(token="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") -class LegalAITrainer: +class SourceMapper: def __init__(self): - self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - - class SourceMapper: - def __init__(self): - self.source_to_idx = defaultdict(lambda: len(self.source_to_idx)) - self.idx_to_source = {} - - def add_source(self, source): - if source and source not in self.source_to_idx: - idx = self.source_to_idx[source] - self.idx_to_source[idx] = source - - def get_idx(self, source): - return self.source_to_idx[source] if source else -1 - - def get_source(self, idx): - return self.idx_to_source.get(idx, "Unknown") - - class LegalModel(nn.Module): - def __init__(self, model_name, config): - super().__init__() - self.base_model = AutoModelForCausalLM.from_pretrained(model_name, config=config) - self.source_embedding = nn.Embedding(100000, config.hidden_size, padding_idx=-1) - self.confidence_layer = nn.Linear(config.hidden_size, 1) + self.source_to_idx = defaultdict(lambda: len(self.source_to_idx)) + self.idx_to_source = {} + + def add_source(self, source): + if source and source not in self.source_to_idx: + idx = self.source_to_idx[source] + self.idx_to_source[idx] = source - for param in self.base_model.parameters(): - param.requires_grad = False - - for layer in [self.source_embedding, self.confidence_layer]: - for param in layer.parameters(): - param.requires_grad = True + def get_idx(self, source): + return self.source_to_idx[source] if source else -1 + + def get_source(self, idx): + return self.idx_to_source.get(idx, "Unknown") - def forward(self, input_ids=None, attention_mask=None, labels=None, source_idx=None): - if source_idx is not None: - source_idx = torch.clamp(source_idx, 0, self.source_embedding.num_embeddings-1) - source_embeds = self.source_embedding(source_idx).unsqueeze(1) - inputs_embeds = self.base_model.get_input_embeddings()(input_ids) + source_embeds - outputs = self.base_model( - inputs_embeds=inputs_embeds, - attention_mask=attention_mask, - labels=labels - ) - else: - outputs = self.base_model( - input_ids=input_ids, - attention_mask=attention_mask, - labels=labels - ) - - confidence = torch.sigmoid(self.confidence_layer(outputs.hidden_states[-1].mean(dim=1))) - return { - "loss": outputs.loss, - "logits": outputs.logits, - "confidence": confidence, - "hidden_states": outputs.hidden_states - } +def load_file_catalog(catalog_path): + try: + with open(catalog_path, 'r', encoding='utf-8') as file: + return json.load(file) + except Exception as e: + print(f"Błąd wczytywania katalogu plików: {str(e)}") + return {} - def load_file_catalog(self, catalog_path): - try: - with open(catalog_path, 'r', encoding='utf-8') as f: - return json.load(f) - except Exception as e: - print(f"Błąd ładowania katalogu: {str(e)}") - return {} +def identify_legal_document(filename, file_catalog): + base_name = os.path.splitext(filename)[0].lower() + return file_catalog.get(base_name, "Opracowanie własne") - def extract_text(self, file_path): - ext = os.path.splitext(file_path)[1].lower() - try: - if ext in ['.txt', '.md']: - with open(file_path, 'r', encoding='utf-8') as f: - return f.read() - elif ext == '.pdf': - text = "" - with open(file_path, 'rb') as f: - reader = PyPDF2.PdfReader(f) +def extract_text_from_file(file_path): + try: + _, ext = os.path.splitext(file_path) + ext = ext.lower() + + if ext in ['.txt', '.md']: + with open(file_path, 'r', encoding='utf-8') as file: + return file.read() + elif ext == '.pdf': + text = "" + try: + with open(file_path, 'rb') as file: + reader = PyPDF2.PdfReader(file) for page in reader.pages: text += page.extract_text() or "" - return text - elif ext in ['.doc', '.docx']: - return docx2txt.process(file_path) - elif ext in ['.jpg', '.jpeg', '.png']: - return pytesseract.image_to_string(Image.open(file_path)) - else: - return "" - except Exception as e: - print(f"Błąd przetwarzania {file_path}: {str(e)}") + except Exception as e: + print(f"Błąd PDF: {str(e)}") + return text + elif ext in ['.doc', '.docx']: + return docx2txt.process(file_path) + elif ext in ['.jpg', '.jpeg', '.png', '.bmp', '.tiff']: + return pytesseract.image_to_string(Image.open(file_path)) + else: + print(f"Nieobsługiwany format pliku: {ext}") return "" + except Exception as e: + print(f"Błąd ekstrakcji tekstu: {str(e)}") + return "" - def prepare_data(self, data_dir, catalog_path): - catalog = self.load_file_catalog(catalog_path) - data = [] - source_mapper = self.SourceMapper() - - for root, _, files in os.walk(data_dir): - for file in files: - file_path = os.path.join(root, file) - text = self.extract_text(file_path) - - if not text: +def prepare_dataset(directory, catalog_path, source_mapper): + file_catalog = load_file_catalog(catalog_path) + data = [] + + print(f"\n{'='*50}\nDIAGNOSTYKA DANYCH\n{'='*50}") + + for root, _, files in os.walk(directory): + for file in files: + file_path = os.path.join(root, file) + print(f"\nPrzetwarzanie pliku: {file_path}") + + try: + text = extract_text_from_file(file_path) + if not text.strip(): + print("Pominięto - brak tekstu") continue + + print(f"Długość tekstu: {len(text)} znaków") - doc_type = catalog.get(os.path.splitext(file)[0].lower(), "Opracowanie własne") + doc_type = identify_legal_document(file, file_catalog) + print(f"Rozpoznany typ dokumentu: {doc_type}") if doc_type != "Opracowanie własne": - articles = re.split(r'(?i)(Art\.\s*\d+[a-z]*)', text) - for i in range(1, len(articles), 2): - art_num = articles[i].strip() - content = articles[i+1].strip() + articles = re.split(r'(?i)(Art[\.\s]+\d+[\.\s]?)', text) + articles = [a.strip() for a in articles if a.strip()] + + print(f"Znaleziono {len(articles)} fragmentów") + + for i in range(0, len(articles)-1, 2): + article_number = articles[i] + article_content = articles[i+1] - if len(content) < 100: + if len(article_content) < 50: continue - source = f"{doc_type}, {art_num}" + source = f"{doc_type}, {article_number}" source_mapper.add_source(source) data.append({ - "text": f"[LEGAL] {art_num} {content}", - "source_idx": source_mapper.get_idx(source), - "is_legal": 1 + "text": f"{article_number} {article_content}", + "source_idx": source_mapper.get_idx(source) }) else: - chunks = [f"[GENERAL] {text[i:i+512]}" for i in range(0, len(text), 512)] + clean_text = re.sub(r'\s+', ' ', text).strip() + chunks = [clean_text[i:i+512] for i in range(0, len(clean_text), 512)] + chunks = [c for c in chunks if c.strip()] + for chunk in chunks: data.append({ "text": chunk, - "source_idx": -1, - "is_legal": 0 + "source_idx": -1 }) + print(f"Dodano {len(chunks)} chunków") + + except Exception as e: + print(f"Błąd podczas przetwarzania pliku: {str(e)}") + continue + + print(f"\nPodsumowanie przygotowania danych:") + print(f"Łączna liczba przykładów: {len(data)}") + if data: + print("Przykładowy wpis:") + print(json.dumps(data[0], indent=2, ensure_ascii=False)) + else: + print("BRAK DANYCH - sprawdź diagnostykę powyżej") - features = Features({ - "text": Value("string"), - "source_idx": Value("int32"), - "is_legal": Value("int32") - }) + return data + +class CustomModel(nn.Module): + def __init__(self, model_name, config): + super().__init__() + self.base_model = AutoModelForCausalLM.from_pretrained(model_name, config=config) + self.source_embedding = nn.Embedding(10000, config.hidden_size, padding_idx=-1) - return Dataset.from_dict({ - "text": [d["text"] for d in data], - "source_idx": np.array([d["source_idx"] for d in data], dtype=np.int32), - "is_legal": np.array([d["is_legal"] for d in data], dtype=np.int32) - }, features=features), source_mapper - - def train(self, model_name="crumb/nano-mistral", data_dir="data", catalog_path="catalog.json"): - dataset, source_mapper = self.prepare_data(data_dir, catalog_path) - tokenizer = AutoTokenizer.from_pretrained(model_name) - tokenizer.pad_token = tokenizer.eos_token - - def tokenize_fn(examples): - tokenized = tokenizer( - examples["text"], - padding="max_length", - truncation=True, - max_length=512, - return_tensors="pt" + for param in self.base_model.parameters(): + param.requires_grad = False + for param in self.base_model.get_output_embeddings().parameters(): + param.requires_grad = True + + def forward(self, input_ids=None, attention_mask=None, labels=None, source_idx=None, **kwargs): + if source_idx is not None: + valid_indices = torch.clamp(source_idx, 0, self.source_embedding.num_embeddings-1) + source_embeds = self.source_embedding(valid_indices).unsqueeze(1) + inputs_embeds = self.base_model.get_input_embeddings()(input_ids) + source_embeds + return self.base_model( + inputs_embeds=inputs_embeds, + attention_mask=attention_mask, + labels=labels, + **kwargs ) - return { - "input_ids": tokenized["input_ids"].squeeze().tolist(), - "attention_mask": tokenized["attention_mask"].squeeze().tolist(), - "labels": tokenized["input_ids"].squeeze().clone().tolist(), - "source_idx": examples["source_idx"] - } - - tokenized_dataset = dataset.map(tokenize_fn, batched=True, batch_size=16) - - class CustomDataCollator(DataCollatorForLanguageModeling): - def torch_call(self, examples): - batch = super().torch_call(examples) - if "source_idx" in examples[0]: - batch["source_idx"] = torch.tensor( - [ex["source_idx"] for ex in examples], - dtype=torch.int32 - ) - return batch - - config = AutoModelForCausalLM.from_pretrained(model_name).config - model = self.LegalModel(model_name, config).to(self.device) - - training_args = TrainingArguments( - output_dir="./legal_ai_model", - num_train_epochs=3, - per_device_train_batch_size=2, - gradient_accumulation_steps=4, - learning_rate=2e-5, - fp16=torch.cuda.is_available(), - logging_steps=50, - save_strategy="steps", - save_steps=500, - report_to="none", - remove_unused_columns=False + return self.base_model( + input_ids=input_ids, + attention_mask=attention_mask, + labels=labels, + **kwargs ) + + def generate(self, *args, **kwargs): + return self.base_model.generate(*args, **kwargs) - class LegalTrainer(Trainer): - def compute_loss(self, model, inputs, return_outputs=False): - outputs = model(**inputs) - loss = outputs["loss"] - - target_conf = (inputs["source_idx"] != -1).float() - conf_loss = nn.BCELoss()(outputs["confidence"].squeeze(), target_conf) - - total_loss = loss + 0.7 * conf_loss - return (total_loss, outputs) if return_outputs else total_loss - - trainer = LegalTrainer( - model=model, - args=training_args, - train_dataset=tokenized_dataset, - data_collator=CustomDataCollator(tokenizer=tokenizer, mlm=False) - ) - - print("Rozpoczęcie treningu...") - trainer.train() +class CustomDataCollator(DataCollatorForLanguageModeling): + def torch_call(self, examples): + # Przetwórz podstawowe pola + input_ids = torch.stack([torch.tensor(ex["input_ids"]) for ex in examples]) + attention_mask = torch.stack([torch.tensor(ex["attention_mask"]) for ex in examples]) + labels = torch.stack([torch.tensor(ex["labels"]) for ex in examples]) - model.save_pretrained("./trained_legal_ai") - tokenizer.save_pretrained("./trained_legal_ai") - with open("./trained_legal_ai/source_mapper.json", "w") as f: - json.dump(source_mapper.idx_to_source, f) - - print("Trening zakończony!") - - def generate_response(self, prompt, confidence_threshold=0.65): - model = self.LegalModel.from_pretrained( - "./trained_legal_ai", - config=AutoModelForCausalLM.from_pretrained("crumb/nano-mistral").config - ).to(self.device) + batch = { + "input_ids": input_ids, + "attention_mask": attention_mask, + "labels": labels + } - tokenizer = AutoTokenizer.from_pretrained("./trained_legal_ai") - - with open("./trained_legal_ai/source_mapper.json", "r") as f: - source_mapper = json.load(f) + # Dodaj source_idx jeśli istnieje + if "source_idx" in examples[0]: + source_idx = torch.stack([torch.tensor(ex["source_idx"]) for ex in examples]) + batch["source_idx"] = source_idx + + return batch - inputs = tokenizer( - f"[PROMPT] {prompt} [RESPONSE]", - return_tensors="pt", +def main(): + source_mapper = SourceMapper() + model_name = "crumb/nano-mistral" + tokenizer = AutoTokenizer.from_pretrained(model_name) + tokenizer.pad_token = tokenizer.eos_token + + # Przygotowanie danych + catalog_path = "file_catalog.json" + data = prepare_dataset("files", catalog_path, source_mapper) + + if not data: + print("\nBrak danych do treningu!") + return + + #dataset = Dataset.from_list(data) + dataset = Dataset.from_dict({k: [d[k] for d in data] for k in data[0]}) + + + def tokenize_function(examples): + tokenized = tokenizer( + examples["text"], + truncation=True, + padding="max_length", max_length=512, - truncation=True - ).to(self.device) + return_tensors="pt" + ) + return { + "input_ids": tokenized["input_ids"].squeeze(), + "attention_mask": tokenized["attention_mask"].squeeze(), + "labels": tokenized["input_ids"].squeeze().clone(), + "source_idx": examples["source_idx"] # Dodano bez konwersji do tensora + } - with torch.no_grad(): - outputs = model.generate( - input_ids=inputs.input_ids, - attention_mask=inputs.attention_mask, - max_length=512, - do_sample=True, - temperature=0.7, - top_k=50, - pad_token_id=tokenizer.eos_token_id, - output_scores=True, - return_dict_in_generate=True - ) + tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=16) - full_text = tokenizer.decode(outputs.sequences[0], skip_special_tokens=True) - confidence = torch.sigmoid(outputs.scores[-1][:, tokenizer.eos_token_id]).item() - - citations = list(set(re.findall(r"Art\.\s*\d+[a-z]*", full_text))) - verified = [c for c in citations if any(c in s for s in source_mapper.values())] + model = CustomModel(model_name, AutoModelForCausalLM.from_pretrained(model_name).config) + model.source_mapper = source_mapper + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + model.to(device) - if confidence < confidence_threshold or not verified: - return "Nie mogę udzielić jednoznacznej odpowiedzi na podstawie dostępnych danych." - else: - return f"{full_text}\n\nPotwierdzone źródła: {', '.join(verified)}" + training_args = TrainingArguments( + output_dir="./results", + num_train_epochs=3, + per_device_train_batch_size=2, + gradient_accumulation_steps=4, + learning_rate=2e-5, + fp16=torch.cuda.is_available(), + logging_steps=10, + save_strategy="steps", + save_steps=1000, + report_to="none", + remove_unused_columns=False + ) + + trainer = Trainer( + model=model, + args=training_args, + train_dataset=tokenized_dataset, + data_collator=CustomDataCollator(tokenizer=tokenizer, mlm=False) + ) + + print("\nRozpoczęcie treningu...") + trainer.train() if __name__ == "__main__": - legal_ai = LegalAITrainer() - - legal_ai.train( - model_name="crumb/nano-mistral", - data_dir="./legal_docs", - catalog_path="./catalog.json" - ) - - test_prompt = "Jakie są kary za nieprzestrzeganie przepisów RODO?" - print(legal_ai.generate_response(test_prompt)) \ No newline at end of file + main() \ No newline at end of file From 91e490db0c217f67ad9417bd71d034de262bda01 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Tue, 25 Feb 2025 23:33:52 +0100 Subject: [PATCH 037/101] =?UTF-8?q?Ten=20kod=20dzia=C5=82a!!!?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- {legal_docs => docs}/kodekspracy.txt | 0 {legal_docs => docs}/urlopproporcjonalny.txt | 0 .../ustawaopanstwowejinspekcjipracy.pdf | Bin hft.py | 4 ++-- 4 files changed, 2 insertions(+), 2 deletions(-) rename {legal_docs => docs}/kodekspracy.txt (100%) rename {legal_docs => docs}/urlopproporcjonalny.txt (100%) rename {legal_docs => docs}/ustawaopanstwowejinspekcjipracy.pdf (100%) diff --git a/legal_docs/kodekspracy.txt b/docs/kodekspracy.txt similarity index 100% rename from legal_docs/kodekspracy.txt rename to docs/kodekspracy.txt diff --git a/legal_docs/urlopproporcjonalny.txt b/docs/urlopproporcjonalny.txt similarity index 100% rename from legal_docs/urlopproporcjonalny.txt rename to docs/urlopproporcjonalny.txt diff --git a/legal_docs/ustawaopanstwowejinspekcjipracy.pdf b/docs/ustawaopanstwowejinspekcjipracy.pdf similarity index 100% rename from legal_docs/ustawaopanstwowejinspekcjipracy.pdf rename to docs/ustawaopanstwowejinspekcjipracy.pdf diff --git a/hft.py b/hft.py index 7c184d5..1f2a4e7 100644 --- a/hft.py +++ b/hft.py @@ -200,8 +200,8 @@ def main(): tokenizer.pad_token = tokenizer.eos_token # Przygotowanie danych - catalog_path = "file_catalog.json" - data = prepare_dataset("files", catalog_path, source_mapper) + catalog_path = "catalog.json" + data = prepare_dataset("docs", catalog_path, source_mapper) if not data: print("\nBrak danych do treningu!") From 4be750503d4a253a2e7ec3ded9820be826d30f8a Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 00:01:18 +0100 Subject: [PATCH 038/101] mod --- hft.py | 63 +++++++++++++++++++++++++++++++++++++++++++--------------- 1 file changed, 47 insertions(+), 16 deletions(-) diff --git a/hft.py b/hft.py index 1f2a4e7..9c4ae30 100644 --- a/hft.py +++ b/hft.py @@ -17,6 +17,10 @@ os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" login(token="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") +# Nowe tokeny specjalne +CITATION_START = "▌▌CITATION_START" +CITATION_END = "▌▌CITATION_END" + class SourceMapper: def __init__(self): self.source_to_idx = defaultdict(lambda: len(self.source_to_idx)) @@ -96,8 +100,28 @@ def prepare_dataset(directory, catalog_path, source_mapper): doc_type = identify_legal_document(file, file_catalog) print(f"Rozpoznany typ dokumentu: {doc_type}") + current_section = "" + current_chapter = "" + + # Wykrywanie struktury dokumentu + structure_matches = re.finditer( + r'(DZIAŁ [A-ZĄĆĘŁŃÓŚŹŻ]+)\n+(.*?)\n(?=Art\.|Rozdział|DZIAŁ|$)' + r'|(Rozdział [A-ZĄĆĘŁŃÓŚŹŻ]+)\n+(.*?)\n(?=Art\.|DZIAŁ|$)', + text + ) + for match in structure_matches: + if match.group(1): # DZIAŁ + current_section = f"{match.group(1)} - {match.group(2).strip()}" + current_chapter = "" + else: # Rozdział + current_chapter = f"{match.group(3)} - {match.group(4).strip()}" + if doc_type != "Opracowanie własne": - articles = re.split(r'(?i)(Art[\.\s]+\d+[\.\s]?)', text) + # Ulepszony regex dla artykułów + articles = re.split( + r'(?i)(Art[\.\s]+\d+[a-z]*(?:[\s§\.-]\d+)*)\.?\s*', + text + ) articles = [a.strip() for a in articles if a.strip()] print(f"Znaleziono {len(articles)} fragmentów") @@ -109,10 +133,21 @@ def prepare_dataset(directory, catalog_path, source_mapper): if len(article_content) < 50: continue + # Formatowanie cytowania + citation_block = ( + f"{CITATION_START}\n" + f"Dokument: {doc_type}\n" + f"Artykuł: {article_number}\n" + f"Sekcja: {current_section}\n" + f"Rozdział: {current_chapter}\n" + f"{CITATION_END}\n" + f"{article_content}" + ) + source = f"{doc_type}, {article_number}" source_mapper.add_source(source) data.append({ - "text": f"{article_number} {article_content}", + "text": citation_block, "source_idx": source_mapper.get_idx(source) }) else: @@ -147,6 +182,11 @@ class CustomModel(nn.Module): self.base_model = AutoModelForCausalLM.from_pretrained(model_name, config=config) self.source_embedding = nn.Embedding(10000, config.hidden_size, padding_idx=-1) + # Dodatkowa inicjalizacja tokenizera + self.tokenizer = AutoTokenizer.from_pretrained(model_name) + self.tokenizer.add_special_tokens({'additional_special_tokens': [CITATION_START, CITATION_END]}) + self.base_model.resize_token_embeddings(len(self.tokenizer)) + for param in self.base_model.parameters(): param.requires_grad = False for param in self.base_model.get_output_embeddings().parameters(): @@ -175,18 +215,8 @@ class CustomModel(nn.Module): class CustomDataCollator(DataCollatorForLanguageModeling): def torch_call(self, examples): - # Przetwórz podstawowe pola - input_ids = torch.stack([torch.tensor(ex["input_ids"]) for ex in examples]) - attention_mask = torch.stack([torch.tensor(ex["attention_mask"]) for ex in examples]) - labels = torch.stack([torch.tensor(ex["labels"]) for ex in examples]) + batch = super().torch_call(examples) - batch = { - "input_ids": input_ids, - "attention_mask": attention_mask, - "labels": labels - } - - # Dodaj source_idx jeśli istnieje if "source_idx" in examples[0]: source_idx = torch.stack([torch.tensor(ex["source_idx"]) for ex in examples]) batch["source_idx"] = source_idx @@ -197,6 +227,9 @@ def main(): source_mapper = SourceMapper() model_name = "crumb/nano-mistral" tokenizer = AutoTokenizer.from_pretrained(model_name) + + # Dodaj specjalne tokeny do tokenizera + tokenizer.add_special_tokens({'additional_special_tokens': [CITATION_START, CITATION_END]}) tokenizer.pad_token = tokenizer.eos_token # Przygotowanie danych @@ -207,10 +240,8 @@ def main(): print("\nBrak danych do treningu!") return - #dataset = Dataset.from_list(data) dataset = Dataset.from_dict({k: [d[k] for d in data] for k in data[0]}) - def tokenize_function(examples): tokenized = tokenizer( examples["text"], @@ -223,7 +254,7 @@ def main(): "input_ids": tokenized["input_ids"].squeeze(), "attention_mask": tokenized["attention_mask"].squeeze(), "labels": tokenized["input_ids"].squeeze().clone(), - "source_idx": examples["source_idx"] # Dodano bez konwersji do tensora + "source_idx": examples["source_idx"] } tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=16) From 4957a2898bdd8fb310f7ffd96552442da6fdcafa Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 00:08:31 +0100 Subject: [PATCH 039/101] mod --- hft.py | 30 +++++++++++++----------------- 1 file changed, 13 insertions(+), 17 deletions(-) diff --git a/hft.py b/hft.py index 9c4ae30..7a43bad 100644 --- a/hft.py +++ b/hft.py @@ -103,21 +103,19 @@ def prepare_dataset(directory, catalog_path, source_mapper): current_section = "" current_chapter = "" - # Wykrywanie struktury dokumentu structure_matches = re.finditer( r'(DZIAŁ [A-ZĄĆĘŁŃÓŚŹŻ]+)\n+(.*?)\n(?=Art\.|Rozdział|DZIAŁ|$)' r'|(Rozdział [A-ZĄĆĘŁŃÓŚŹŻ]+)\n+(.*?)\n(?=Art\.|DZIAŁ|$)', text ) for match in structure_matches: - if match.group(1): # DZIAŁ + if match.group(1): current_section = f"{match.group(1)} - {match.group(2).strip()}" current_chapter = "" - else: # Rozdział + else: current_chapter = f"{match.group(3)} - {match.group(4).strip()}" if doc_type != "Opracowanie własne": - # Ulepszony regex dla artykułów articles = re.split( r'(?i)(Art[\.\s]+\d+[a-z]*(?:[\s§\.-]\d+)*)\.?\s*', text @@ -133,7 +131,6 @@ def prepare_dataset(directory, catalog_path, source_mapper): if len(article_content) < 50: continue - # Formatowanie cytowania citation_block = ( f"{CITATION_START}\n" f"Dokument: {doc_type}\n" @@ -177,15 +174,15 @@ def prepare_dataset(directory, catalog_path, source_mapper): return data class CustomModel(nn.Module): - def __init__(self, model_name, config): + def __init__(self, model_name, tokenizer): super().__init__() + config = AutoModelForCausalLM.from_pretrained(model_name).config self.base_model = AutoModelForCausalLM.from_pretrained(model_name, config=config) self.source_embedding = nn.Embedding(10000, config.hidden_size, padding_idx=-1) - # Dodatkowa inicjalizacja tokenizera - self.tokenizer = AutoTokenizer.from_pretrained(model_name) - self.tokenizer.add_special_tokens({'additional_special_tokens': [CITATION_START, CITATION_END]}) - self.base_model.resize_token_embeddings(len(self.tokenizer)) + # Dodaj specjalne tokeny i zaktualizuj embeddings + tokenizer.add_special_tokens({'additional_special_tokens': [CITATION_START, CITATION_END]}) + self.base_model.resize_token_embeddings(len(tokenizer)) for param in self.base_model.parameters(): param.requires_grad = False @@ -218,7 +215,7 @@ class CustomDataCollator(DataCollatorForLanguageModeling): batch = super().torch_call(examples) if "source_idx" in examples[0]: - source_idx = torch.stack([torch.tensor(ex["source_idx"]) for ex in examples]) + source_idx = torch.tensor([ex["source_idx"] for ex in examples]) batch["source_idx"] = source_idx return batch @@ -226,12 +223,11 @@ class CustomDataCollator(DataCollatorForLanguageModeling): def main(): source_mapper = SourceMapper() model_name = "crumb/nano-mistral" - tokenizer = AutoTokenizer.from_pretrained(model_name) - # Dodaj specjalne tokeny do tokenizera - tokenizer.add_special_tokens({'additional_special_tokens': [CITATION_START, CITATION_END]}) + # Inicjalizacja tokenizera + tokenizer = AutoTokenizer.from_pretrained(model_name) tokenizer.pad_token = tokenizer.eos_token - + # Przygotowanie danych catalog_path = "catalog.json" data = prepare_dataset("docs", catalog_path, source_mapper) @@ -259,8 +255,8 @@ def main(): tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=16) - model = CustomModel(model_name, AutoModelForCausalLM.from_pretrained(model_name).config) - model.source_mapper = source_mapper + # Inicjalizacja modelu z tokenizerem + model = CustomModel(model_name, tokenizer) device = torch.device("cuda" if torch.cuda.is_available() else "cpu") model.to(device) From 4ac8c40417f7b77462f4f258675db3425426882a Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 00:12:11 +0100 Subject: [PATCH 040/101] mod --- hft.py | 18 ++++++++---------- 1 file changed, 8 insertions(+), 10 deletions(-) diff --git a/hft.py b/hft.py index 7a43bad..cc0df26 100644 --- a/hft.py +++ b/hft.py @@ -17,7 +17,6 @@ os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" login(token="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") -# Nowe tokeny specjalne CITATION_START = "▌▌CITATION_START" CITATION_END = "▌▌CITATION_END" @@ -25,15 +24,15 @@ class SourceMapper: def __init__(self): self.source_to_idx = defaultdict(lambda: len(self.source_to_idx)) self.idx_to_source = {} - + def add_source(self, source): if source and source not in self.source_to_idx: idx = self.source_to_idx[source] self.idx_to_source[idx] = source - + def get_idx(self, source): return self.source_to_idx[source] if source else -1 - + def get_source(self, idx): return self.idx_to_source.get(idx, "Unknown") @@ -180,7 +179,6 @@ class CustomModel(nn.Module): self.base_model = AutoModelForCausalLM.from_pretrained(model_name, config=config) self.source_embedding = nn.Embedding(10000, config.hidden_size, padding_idx=-1) - # Dodaj specjalne tokeny i zaktualizuj embeddings tokenizer.add_special_tokens({'additional_special_tokens': [CITATION_START, CITATION_END]}) self.base_model.resize_token_embeddings(len(tokenizer)) @@ -215,7 +213,7 @@ class CustomDataCollator(DataCollatorForLanguageModeling): batch = super().torch_call(examples) if "source_idx" in examples[0]: - source_idx = torch.tensor([ex["source_idx"] for ex in examples]) + source_idx = torch.stack([ex["source_idx"] for ex in examples]) batch["source_idx"] = source_idx return batch @@ -224,11 +222,9 @@ def main(): source_mapper = SourceMapper() model_name = "crumb/nano-mistral" - # Inicjalizacja tokenizera tokenizer = AutoTokenizer.from_pretrained(model_name) tokenizer.pad_token = tokenizer.eos_token - # Przygotowanie danych catalog_path = "catalog.json" data = prepare_dataset("docs", catalog_path, source_mapper) @@ -246,16 +242,18 @@ def main(): max_length=512, return_tensors="pt" ) + + source_idx = torch.tensor(examples["source_idx"], dtype=torch.long) + return { "input_ids": tokenized["input_ids"].squeeze(), "attention_mask": tokenized["attention_mask"].squeeze(), "labels": tokenized["input_ids"].squeeze().clone(), - "source_idx": examples["source_idx"] + "source_idx": source_idx } tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=16) - # Inicjalizacja modelu z tokenizerem model = CustomModel(model_name, tokenizer) device = torch.device("cuda" if torch.cuda.is_available() else "cpu") model.to(device) From b4957ee652ad5ace74150bd2b151b5950f628eb0 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 00:19:51 +0100 Subject: [PATCH 041/101] mod --- gpt.py | 95 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ hft.py | 75 ++++++++++++++++------------------------------ 2 files changed, 120 insertions(+), 50 deletions(-) create mode 100644 gpt.py diff --git a/gpt.py b/gpt.py new file mode 100644 index 0000000..9b43685 --- /dev/null +++ b/gpt.py @@ -0,0 +1,95 @@ +import os +import torch +from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer +from datasets import Dataset +from collections import defaultdict + +# Konfiguracja +os.environ["TOKENIZERS_PARALLELISM"] = "false" +MODEL_NAME = "gpt2" # Tymczasowo używamy mniejszego modelu do testów +SPECIAL_TOKENS = ["[CITATION_START]", "[CITATION_END]"] + +class SourceMapper: + def __init__(self): + self.source_to_idx = defaultdict(lambda: len(self.source_to_idx)) + self.idx_to_source = {} + + def add_source(self, source): + if source not in self.source_to_idx: + idx = self.source_to_idx[source] + self.idx_to_source[idx] = source + +def prepare_simple_dataset(): + # Przykładowe dane - zastąp rzeczywistymi danymi + return [ + { + "text": "[CITATION_START] Kodeks Pracy, Art. 1 [CITATION_END] Tekst artykułu...", + "source_idx": 0 + }, + { + "text": "[CITATION_START] Kodeks Pracy, Art. 2 [CITATION_END] Inny tekst...", + "source_idx": 1 + } + ] + +def main(): + # Inicjalizacja + tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME) + tokenizer.add_special_tokens({"additional_special_tokens": SPECIAL_TOKENS}) + tokenizer.pad_token = tokenizer.eos_token + + # Przygotowanie danych + source_mapper = SourceMapper() + data = prepare_simple_dataset() + + # Tworzenie datasetu + dataset = Dataset.from_dict({ + "text": [d["text"] for d in data], + "source_idx": [d["source_idx"] for d in data] + }) + + # Tokenizacja + def tokenize_function(examples): + tokenized = tokenizer( + examples["text"], + truncation=True, + padding="max_length", + max_length=128, + return_tensors="pt" + ) + return { + "input_ids": tokenized["input_ids"].squeeze(), + "attention_mask": tokenized["attention_mask"].squeeze(), + "labels": tokenized["input_ids"].squeeze().clone(), + } + + tokenized_dataset = dataset.map(tokenize_function, batched=True) + + # Model + model = AutoModelForCausalLM.from_pretrained(MODEL_NAME) + model.resize_token_embeddings(len(tokenizer)) + + # Konfiguracja treningu + training_args = TrainingArguments( + output_dir="./results", + num_train_epochs=1, + per_device_train_batch_size=2, + gradient_accumulation_steps=1, + learning_rate=2e-5, + logging_steps=1, + remove_unused_columns=False + ) + + # Trainer + trainer = Trainer( + model=model, + args=training_args, + train_dataset=tokenized_dataset, + ) + + # Rozpoczęcie treningu + print("Rozpoczęcie treningu...") + trainer.train() + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/hft.py b/hft.py index cc0df26..1f2a4e7 100644 --- a/hft.py +++ b/hft.py @@ -17,22 +17,19 @@ os.environ['TORCH_USE_CUDA_DSA'] = '1' os.environ["TOKENIZERS_PARALLELISM"] = "false" login(token="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") -CITATION_START = "▌▌CITATION_START" -CITATION_END = "▌▌CITATION_END" - class SourceMapper: def __init__(self): self.source_to_idx = defaultdict(lambda: len(self.source_to_idx)) self.idx_to_source = {} - + def add_source(self, source): if source and source not in self.source_to_idx: idx = self.source_to_idx[source] self.idx_to_source[idx] = source - + def get_idx(self, source): return self.source_to_idx[source] if source else -1 - + def get_source(self, idx): return self.idx_to_source.get(idx, "Unknown") @@ -99,26 +96,8 @@ def prepare_dataset(directory, catalog_path, source_mapper): doc_type = identify_legal_document(file, file_catalog) print(f"Rozpoznany typ dokumentu: {doc_type}") - current_section = "" - current_chapter = "" - - structure_matches = re.finditer( - r'(DZIAŁ [A-ZĄĆĘŁŃÓŚŹŻ]+)\n+(.*?)\n(?=Art\.|Rozdział|DZIAŁ|$)' - r'|(Rozdział [A-ZĄĆĘŁŃÓŚŹŻ]+)\n+(.*?)\n(?=Art\.|DZIAŁ|$)', - text - ) - for match in structure_matches: - if match.group(1): - current_section = f"{match.group(1)} - {match.group(2).strip()}" - current_chapter = "" - else: - current_chapter = f"{match.group(3)} - {match.group(4).strip()}" - if doc_type != "Opracowanie własne": - articles = re.split( - r'(?i)(Art[\.\s]+\d+[a-z]*(?:[\s§\.-]\d+)*)\.?\s*', - text - ) + articles = re.split(r'(?i)(Art[\.\s]+\d+[\.\s]?)', text) articles = [a.strip() for a in articles if a.strip()] print(f"Znaleziono {len(articles)} fragmentów") @@ -130,20 +109,10 @@ def prepare_dataset(directory, catalog_path, source_mapper): if len(article_content) < 50: continue - citation_block = ( - f"{CITATION_START}\n" - f"Dokument: {doc_type}\n" - f"Artykuł: {article_number}\n" - f"Sekcja: {current_section}\n" - f"Rozdział: {current_chapter}\n" - f"{CITATION_END}\n" - f"{article_content}" - ) - source = f"{doc_type}, {article_number}" source_mapper.add_source(source) data.append({ - "text": citation_block, + "text": f"{article_number} {article_content}", "source_idx": source_mapper.get_idx(source) }) else: @@ -173,15 +142,11 @@ def prepare_dataset(directory, catalog_path, source_mapper): return data class CustomModel(nn.Module): - def __init__(self, model_name, tokenizer): + def __init__(self, model_name, config): super().__init__() - config = AutoModelForCausalLM.from_pretrained(model_name).config self.base_model = AutoModelForCausalLM.from_pretrained(model_name, config=config) self.source_embedding = nn.Embedding(10000, config.hidden_size, padding_idx=-1) - tokenizer.add_special_tokens({'additional_special_tokens': [CITATION_START, CITATION_END]}) - self.base_model.resize_token_embeddings(len(tokenizer)) - for param in self.base_model.parameters(): param.requires_grad = False for param in self.base_model.get_output_embeddings().parameters(): @@ -210,10 +175,20 @@ class CustomModel(nn.Module): class CustomDataCollator(DataCollatorForLanguageModeling): def torch_call(self, examples): - batch = super().torch_call(examples) + # Przetwórz podstawowe pola + input_ids = torch.stack([torch.tensor(ex["input_ids"]) for ex in examples]) + attention_mask = torch.stack([torch.tensor(ex["attention_mask"]) for ex in examples]) + labels = torch.stack([torch.tensor(ex["labels"]) for ex in examples]) + batch = { + "input_ids": input_ids, + "attention_mask": attention_mask, + "labels": labels + } + + # Dodaj source_idx jeśli istnieje if "source_idx" in examples[0]: - source_idx = torch.stack([ex["source_idx"] for ex in examples]) + source_idx = torch.stack([torch.tensor(ex["source_idx"]) for ex in examples]) batch["source_idx"] = source_idx return batch @@ -221,10 +196,10 @@ class CustomDataCollator(DataCollatorForLanguageModeling): def main(): source_mapper = SourceMapper() model_name = "crumb/nano-mistral" - tokenizer = AutoTokenizer.from_pretrained(model_name) tokenizer.pad_token = tokenizer.eos_token - + + # Przygotowanie danych catalog_path = "catalog.json" data = prepare_dataset("docs", catalog_path, source_mapper) @@ -232,8 +207,10 @@ def main(): print("\nBrak danych do treningu!") return + #dataset = Dataset.from_list(data) dataset = Dataset.from_dict({k: [d[k] for d in data] for k in data[0]}) + def tokenize_function(examples): tokenized = tokenizer( examples["text"], @@ -242,19 +219,17 @@ def main(): max_length=512, return_tensors="pt" ) - - source_idx = torch.tensor(examples["source_idx"], dtype=torch.long) - return { "input_ids": tokenized["input_ids"].squeeze(), "attention_mask": tokenized["attention_mask"].squeeze(), "labels": tokenized["input_ids"].squeeze().clone(), - "source_idx": source_idx + "source_idx": examples["source_idx"] # Dodano bez konwersji do tensora } tokenized_dataset = dataset.map(tokenize_function, batched=True, batch_size=16) - model = CustomModel(model_name, tokenizer) + model = CustomModel(model_name, AutoModelForCausalLM.from_pretrained(model_name).config) + model.source_mapper = source_mapper device = torch.device("cuda" if torch.cuda.is_available() else "cpu") model.to(device) From e588d3af6621b47526c478c1b06dcf8e37e06efd Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 00:22:03 +0100 Subject: [PATCH 042/101] mod gpt --- gpt.py | 50 +++++++++----------------------------------------- 1 file changed, 9 insertions(+), 41 deletions(-) diff --git a/gpt.py b/gpt.py index 9b43685..4d3ad46 100644 --- a/gpt.py +++ b/gpt.py @@ -2,66 +2,37 @@ import os import torch from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer from datasets import Dataset -from collections import defaultdict # Konfiguracja os.environ["TOKENIZERS_PARALLELISM"] = "false" -MODEL_NAME = "gpt2" # Tymczasowo używamy mniejszego modelu do testów +MODEL_NAME = "gpt2" SPECIAL_TOKENS = ["[CITATION_START]", "[CITATION_END]"] -class SourceMapper: - def __init__(self): - self.source_to_idx = defaultdict(lambda: len(self.source_to_idx)) - self.idx_to_source = {} - - def add_source(self, source): - if source not in self.source_to_idx: - idx = self.source_to_idx[source] - self.idx_to_source[idx] = source - def prepare_simple_dataset(): - # Przykładowe dane - zastąp rzeczywistymi danymi return [ - { - "text": "[CITATION_START] Kodeks Pracy, Art. 1 [CITATION_END] Tekst artykułu...", - "source_idx": 0 - }, - { - "text": "[CITATION_START] Kodeks Pracy, Art. 2 [CITATION_END] Inny tekst...", - "source_idx": 1 - } + {"text": "[CITATION_START] Kodeks Pracy, Art. 1 [CITATION_END] Tekst artykułu..."}, + {"text": "[CITATION_START] Kodeks Pracy, Art. 2 [CITATION_END] Inny tekst..."} ] def main(): - # Inicjalizacja + # Inicjalizacja tokenizera tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME) tokenizer.add_special_tokens({"additional_special_tokens": SPECIAL_TOKENS}) tokenizer.pad_token = tokenizer.eos_token # Przygotowanie danych - source_mapper = SourceMapper() data = prepare_simple_dataset() - - # Tworzenie datasetu - dataset = Dataset.from_dict({ - "text": [d["text"] for d in data], - "source_idx": [d["source_idx"] for d in data] - }) + dataset = Dataset.from_dict({"text": [d["text"] for d in data]}) # Tokenizacja def tokenize_function(examples): - tokenized = tokenizer( + return tokenizer( examples["text"], truncation=True, padding="max_length", max_length=128, return_tensors="pt" ) - return { - "input_ids": tokenized["input_ids"].squeeze(), - "attention_mask": tokenized["attention_mask"].squeeze(), - "labels": tokenized["input_ids"].squeeze().clone(), - } tokenized_dataset = dataset.map(tokenize_function, batched=True) @@ -72,12 +43,10 @@ def main(): # Konfiguracja treningu training_args = TrainingArguments( output_dir="./results", - num_train_epochs=1, + num_train_pochs=1, per_device_train_batch_size=2, - gradient_accumulation_steps=1, - learning_rate=2e-5, - logging_steps=1, - remove_unused_columns=False + remove_unused_columns=True, # Kluczowa zmiana + logging_steps=1 ) # Trainer @@ -87,7 +56,6 @@ def main(): train_dataset=tokenized_dataset, ) - # Rozpoczęcie treningu print("Rozpoczęcie treningu...") trainer.train() From 01005c52c5fca6d54b61a81c94922d9a46d362dd Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 00:23:26 +0100 Subject: [PATCH 043/101] mod gpt --- gpt.py | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/gpt.py b/gpt.py index 4d3ad46..5f8b18e 100644 --- a/gpt.py +++ b/gpt.py @@ -37,15 +37,18 @@ def main(): tokenized_dataset = dataset.map(tokenize_function, batched=True) # Model - model = AutoModelForCausalLM.from_pretrained(MODEL_NAME) + model = AutoModelForCausalLM.from_pretrained( + MODEL_NAME, + mean_resizing=False # Wyłączenie ostrzeżenia + ) model.resize_token_embeddings(len(tokenizer)) # Konfiguracja treningu training_args = TrainingArguments( output_dir="./results", - num_train_pochs=1, + num_train_epochs=1, # Poprawiona nazwa parametru per_device_train_batch_size=2, - remove_unused_columns=True, # Kluczowa zmiana + remove_unused_columns=True, logging_steps=1 ) From 992b55745ed97c3dd738c893231949b2977276b0 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 00:24:56 +0100 Subject: [PATCH 044/101] mod gpt --- gpt.py | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/gpt.py b/gpt.py index 5f8b18e..487cace 100644 --- a/gpt.py +++ b/gpt.py @@ -37,19 +37,17 @@ def main(): tokenized_dataset = dataset.map(tokenize_function, batched=True) # Model - model = AutoModelForCausalLM.from_pretrained( - MODEL_NAME, - mean_resizing=False # Wyłączenie ostrzeżenia - ) + model = AutoModelForCausalLM.from_pretrained(MODEL_NAME) model.resize_token_embeddings(len(tokenizer)) # Konfiguracja treningu training_args = TrainingArguments( output_dir="./results", - num_train_epochs=1, # Poprawiona nazwa parametru + num_train_epochs=1, per_device_train_batch_size=2, remove_unused_columns=True, - logging_steps=1 + logging_steps=1, + report_to="none" # Wyłączenie raportowania ) # Trainer From 2dd8198c3a114861c5d80be3f6666c2b4d6c561e Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 00:26:35 +0100 Subject: [PATCH 045/101] mod gpt --- gpt.py | 18 +++++++++++++----- 1 file changed, 13 insertions(+), 5 deletions(-) diff --git a/gpt.py b/gpt.py index 487cace..ed66541 100644 --- a/gpt.py +++ b/gpt.py @@ -1,6 +1,6 @@ import os import torch -from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer +from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer, DataCollatorForLanguageModeling from datasets import Dataset # Konfiguracja @@ -24,21 +24,28 @@ def main(): data = prepare_simple_dataset() dataset = Dataset.from_dict({"text": [d["text"] for d in data]}) - # Tokenizacja + # Tokenizacja z prawidłowymi etykietami def tokenize_function(examples): - return tokenizer( + tokenized = tokenizer( examples["text"], truncation=True, padding="max_length", max_length=128, return_tensors="pt" ) + tokenized["labels"] = tokenized["input_ids"].clone() + return tokenized tokenized_dataset = dataset.map(tokenize_function, batched=True) - # Model + # Model i data collator model = AutoModelForCausalLM.from_pretrained(MODEL_NAME) model.resize_token_embeddings(len(tokenizer)) + + data_collator = DataCollatorForLanguageModeling( + tokenizer=tokenizer, + mlm=False + ) # Konfiguracja treningu training_args = TrainingArguments( @@ -47,7 +54,7 @@ def main(): per_device_train_batch_size=2, remove_unused_columns=True, logging_steps=1, - report_to="none" # Wyłączenie raportowania + report_to="none" ) # Trainer @@ -55,6 +62,7 @@ def main(): model=model, args=training_args, train_dataset=tokenized_dataset, + data_collator=data_collator ) print("Rozpoczęcie treningu...") From 0df49895cf5b8188d917dca99b3ef4bdbcfab3fe Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 00:28:34 +0100 Subject: [PATCH 046/101] mod gpt --- gpt.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/gpt.py b/gpt.py index ed66541..19f7358 100644 --- a/gpt.py +++ b/gpt.py @@ -16,7 +16,10 @@ def prepare_simple_dataset(): def main(): # Inicjalizacja tokenizera - tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME) + tokenizer = AutoTokenizer.from_pretrained( + MODEL_NAME, + mean_resizing=False + ) tokenizer.add_special_tokens({"additional_special_tokens": SPECIAL_TOKENS}) tokenizer.pad_token = tokenizer.eos_token From 746ce6bb8ab91b12fb3966099d6f9ce3a8b1cccf Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 00:30:01 +0100 Subject: [PATCH 047/101] mod gpt --- gpt.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/gpt.py b/gpt.py index 19f7358..99c2dda 100644 --- a/gpt.py +++ b/gpt.py @@ -16,10 +16,7 @@ def prepare_simple_dataset(): def main(): # Inicjalizacja tokenizera - tokenizer = AutoTokenizer.from_pretrained( - MODEL_NAME, - mean_resizing=False - ) + tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME) tokenizer.add_special_tokens({"additional_special_tokens": SPECIAL_TOKENS}) tokenizer.pad_token = tokenizer.eos_token @@ -42,7 +39,10 @@ def main(): tokenized_dataset = dataset.map(tokenize_function, batched=True) # Model i data collator - model = AutoModelForCausalLM.from_pretrained(MODEL_NAME) + model = AutoModelForCausalLM.from_pretrained( + MODEL_NAME, + mean_resizing=False + ) model.resize_token_embeddings(len(tokenizer)) data_collator = DataCollatorForLanguageModeling( From ffe1bf5eab3e03f1bccf733d4227495e821333ae Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 00:32:41 +0100 Subject: [PATCH 048/101] mod gpt --- gpt.py | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/gpt.py b/gpt.py index 99c2dda..213c655 100644 --- a/gpt.py +++ b/gpt.py @@ -39,11 +39,8 @@ def main(): tokenized_dataset = dataset.map(tokenize_function, batched=True) # Model i data collator - model = AutoModelForCausalLM.from_pretrained( - MODEL_NAME, - mean_resizing=False - ) - model.resize_token_embeddings(len(tokenizer)) + model = AutoModelForCausalLM.from_pretrained(MODEL_NAME) + model.resize_token_embeddings(len(tokenizer), mean_resizing=False) data_collator = DataCollatorForLanguageModeling( tokenizer=tokenizer, From 0b9bb7a371c2f128e975c3be916243d7e5a82923 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 09:32:16 +0100 Subject: [PATCH 049/101] mod gpt --- gpt.py | 44 ++++++++++++++++++++++++++++++++------------ 1 file changed, 32 insertions(+), 12 deletions(-) diff --git a/gpt.py b/gpt.py index 213c655..81d8398 100644 --- a/gpt.py +++ b/gpt.py @@ -1,4 +1,5 @@ import os +import re import torch from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer, DataCollatorForLanguageModeling from datasets import Dataset @@ -7,12 +8,29 @@ from datasets import Dataset os.environ["TOKENIZERS_PARALLELISM"] = "false" MODEL_NAME = "gpt2" SPECIAL_TOKENS = ["[CITATION_START]", "[CITATION_END]"] +TEXT_FILE_PATH = "scieżka/do/pliku_z_kodeksem.txt" # Zmień na właściwą ścieżkę -def prepare_simple_dataset(): - return [ - {"text": "[CITATION_START] Kodeks Pracy, Art. 1 [CITATION_END] Tekst artykułu..."}, - {"text": "[CITATION_START] Kodeks Pracy, Art. 2 [CITATION_END] Inny tekst..."} - ] +def prepare_dataset_from_file(file_path): + with open(file_path, 'r', encoding='utf-8') as f: + text = f.read() + + # Wydziel artykuły za pomocą wyrażenia regularnego + articles = re.findall(r'Art\.\s*\d+[a-z]*\..*?(?=\s*Art\.\s*\d+[a-z]*\.|\Z', text, flags=re.DOTALL) + + formatted_articles = [] + for article in articles: + # Usuń zbędne białe znaki + article = ' '.join(article.strip().split()) + + # Wydziel numer artykułu + art_match = re.match(r'Art\.\s*(\d+[a-z]*)\.\s*(.*)', article, re.DOTALL) + if art_match: + art_number = art_match.group(1) + art_text = art_match.group(2) + formatted = f"[CITATION_START] Kodeks Pracy, Art. {art_number} [CITATION_END] {art_text}" + formatted_articles.append({"text": formatted}) + + return formatted_articles def main(): # Inicjalizacja tokenizera @@ -21,16 +39,16 @@ def main(): tokenizer.pad_token = tokenizer.eos_token # Przygotowanie danych - data = prepare_simple_dataset() + data = prepare_dataset_from_file(TEXT_FILE_PATH) dataset = Dataset.from_dict({"text": [d["text"] for d in data]}) - # Tokenizacja z prawidłowymi etykietami + # Tokenizacja def tokenize_function(examples): tokenized = tokenizer( examples["text"], truncation=True, padding="max_length", - max_length=128, + max_length=256, # Zwiększono dla dłuższych artykułów return_tensors="pt" ) tokenized["labels"] = tokenized["input_ids"].clone() @@ -50,11 +68,12 @@ def main(): # Konfiguracja treningu training_args = TrainingArguments( output_dir="./results", - num_train_epochs=1, + num_train_epochs=3, # Zwiększono liczbę epok per_device_train_batch_size=2, - remove_unused_columns=True, - logging_steps=1, - report_to="none" + learning_rate=5e-5, + logging_steps=10, + report_to="none", + save_strategy="no" ) # Trainer @@ -67,6 +86,7 @@ def main(): print("Rozpoczęcie treningu...") trainer.train() + trainer.save_model("./trained_model") if __name__ == "__main__": main() \ No newline at end of file From 2cdf954b5017566779793697985f03bf2d7411ba Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 09:35:57 +0100 Subject: [PATCH 050/101] mod gpt --- gpt.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gpt.py b/gpt.py index 81d8398..46ef5db 100644 --- a/gpt.py +++ b/gpt.py @@ -8,7 +8,7 @@ from datasets import Dataset os.environ["TOKENIZERS_PARALLELISM"] = "false" MODEL_NAME = "gpt2" SPECIAL_TOKENS = ["[CITATION_START]", "[CITATION_END]"] -TEXT_FILE_PATH = "scieżka/do/pliku_z_kodeksem.txt" # Zmień na właściwą ścieżkę +TEXT_FILE_PATH = "./docs/kodekspracy.txt" # Zmień na właściwą ścieżkę def prepare_dataset_from_file(file_path): with open(file_path, 'r', encoding='utf-8') as f: From 61c45041aaf46614e431b37facc668b50960f3d6 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 09:41:42 +0100 Subject: [PATCH 051/101] mod gpt --- gpt.py | 21 +++++++++++++++++---- 1 file changed, 17 insertions(+), 4 deletions(-) diff --git a/gpt.py b/gpt.py index 46ef5db..7ca8d7d 100644 --- a/gpt.py +++ b/gpt.py @@ -15,23 +15,36 @@ def prepare_dataset_from_file(file_path): text = f.read() # Wydziel artykuły za pomocą wyrażenia regularnego - articles = re.findall(r'Art\.\s*\d+[a-z]*\..*?(?=\s*Art\.\s*\d+[a-z]*\.|\Z', text, flags=re.DOTALL) + articles = re.findall(r'Art\.\s*\d+[a-z]*\..*?(?=\s*Art\.\s*\d+[a-z]*\.|\Z)', text, flags=re.DOTALL) formatted_articles = [] for article in articles: # Usuń zbędne białe znaki article = ' '.join(article.strip().split()) - # Wydziel numer artykułu - art_match = re.match(r'Art\.\s*(\d+[a-z]*)\.\s*(.*)', article, re.DOTALL) + # Wydziel numer artykułu i treść + art_match = re.match(r'Art\.\s*(\d+[a-z]*)\.?\s*(.*)', article, re.DOTALL) if art_match: art_number = art_match.group(1) art_text = art_match.group(2) - formatted = f"[CITATION_START] Kodeks Pracy, Art. {art_number} [CITATION_END] {art_text}" + + # Podziel na paragrafy, jeśli istnieją + paragraphs = re.split(r'(§\s*\d+\.)', art_text) + if len(paragraphs) > 1: + formatted_paragraphs = [] + for i in range(1, len(paragraphs), 2): + para_num = paragraphs[i].strip() + para_text = paragraphs[i+1].strip() + formatted_paragraphs.append(f"{para_num} {para_text}") + formatted = f"[CITATION_START] Kodeks Pracy, Art. {art_number} [CITATION_END]\n" + "\n".join(formatted_paragraphs) + else: + formatted = f"[CITATION_START] Kodeks Pracy, Art. {art_number} [CITATION_END] {art_text}" + formatted_articles.append({"text": formatted}) return formatted_articles + def main(): # Inicjalizacja tokenizera tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME) From 8698220dc47d7be9f398b96064818734ac156b57 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 09:45:56 +0100 Subject: [PATCH 052/101] mod gpt epochs = 5 --- gpt.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gpt.py b/gpt.py index 7ca8d7d..cce91f3 100644 --- a/gpt.py +++ b/gpt.py @@ -81,7 +81,7 @@ def main(): # Konfiguracja treningu training_args = TrainingArguments( output_dir="./results", - num_train_epochs=3, # Zwiększono liczbę epok + num_train_epochs=5, # Zwiększono liczbę epok per_device_train_batch_size=2, learning_rate=5e-5, logging_steps=10, From f49fd406c529e29994ebbf81e594f70874fb6d0c Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 09:49:28 +0100 Subject: [PATCH 053/101] mod gpt + test --- gpt.py | 2 +- test.py | 15 +++++++++++++++ 2 files changed, 16 insertions(+), 1 deletion(-) create mode 100644 test.py diff --git a/gpt.py b/gpt.py index cce91f3..f35a456 100644 --- a/gpt.py +++ b/gpt.py @@ -99,7 +99,7 @@ def main(): print("Rozpoczęcie treningu...") trainer.train() - trainer.save_model("./trained_model") + trainer.save_model("./trained_model/gpt") if __name__ == "__main__": main() \ No newline at end of file diff --git a/test.py b/test.py new file mode 100644 index 0000000..9f56d58 --- /dev/null +++ b/test.py @@ -0,0 +1,15 @@ +from transformers import AutoModelForCausalLM, AutoTokenizer + +model_path = "./trained_model/gpt" +model = AutoModelForCausalLM.from_pretrained(model_path) +tokenizer = AutoTokenizer.from_pretrained(model_path) + +def generate_response(prompt, max_length=100): + inputs = tokenizer(prompt, return_tensors="pt") + outputs = model.generate(inputs.input_ids, max_length=max_length, num_return_sequences=1, do_sample=True) + response = tokenizer.decode(outputs[0], skip_special_tokens=True) + return response + +prompt = "Jakie są prawa pracownika zgodnie z Kodeksem pracy?" +response = generate_response(prompt) +print(response) \ No newline at end of file From 2a4404d70885ba2a7f84809e6a0968e9e2c0ab2f Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 10:06:04 +0100 Subject: [PATCH 054/101] mod gpt save tokenizer --- gpt.py | 1 + 1 file changed, 1 insertion(+) diff --git a/gpt.py b/gpt.py index f35a456..04efbdf 100644 --- a/gpt.py +++ b/gpt.py @@ -100,6 +100,7 @@ def main(): print("Rozpoczęcie treningu...") trainer.train() trainer.save_model("./trained_model/gpt") + tokenizer.save_pretrained("./trained_model/gpt") if __name__ == "__main__": main() \ No newline at end of file From 68165621632a07578d03460f7842d295f65c88c8 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 10:07:09 +0100 Subject: [PATCH 055/101] mod gpt epochs = 8 --- gpt.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gpt.py b/gpt.py index 04efbdf..d3b56d8 100644 --- a/gpt.py +++ b/gpt.py @@ -81,7 +81,7 @@ def main(): # Konfiguracja treningu training_args = TrainingArguments( output_dir="./results", - num_train_epochs=5, # Zwiększono liczbę epok + num_train_epochs=8, # Zwiększono liczbę epok per_device_train_batch_size=2, learning_rate=5e-5, logging_steps=10, From 2ea7c63c7fbd9e4b2f0abf58c1d5740ab7474021 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 10:18:49 +0100 Subject: [PATCH 056/101] mod test --- test.py | 13 ++++++++++--- 1 file changed, 10 insertions(+), 3 deletions(-) diff --git a/test.py b/test.py index 9f56d58..2e11130 100644 --- a/test.py +++ b/test.py @@ -3,13 +3,20 @@ from transformers import AutoModelForCausalLM, AutoTokenizer model_path = "./trained_model/gpt" model = AutoModelForCausalLM.from_pretrained(model_path) tokenizer = AutoTokenizer.from_pretrained(model_path) +tokenizer.pad_token = tokenizer.eos_token +model.config.pad_token_id = tokenizer.eos_token_id def generate_response(prompt, max_length=100): - inputs = tokenizer(prompt, return_tensors="pt") - outputs = model.generate(inputs.input_ids, max_length=max_length, num_return_sequences=1, do_sample=True) + inputs = tokenizer(prompt, return_tensors="pt", padding=True, truncation=True) + outputs = model.generate( + inputs.input_ids, + attention_mask=inputs.attention_mask, + pad_token_id=tokenizer.pad_token_id, + max_length=100 + ) response = tokenizer.decode(outputs[0], skip_special_tokens=True) return response -prompt = "Jakie są prawa pracownika zgodnie z Kodeksem pracy?" +prompt = "Ile dni urlopu przysługuje pracownikowi z 5 letnim stazem pracy w pełnym wymiarze pracy?" response = generate_response(prompt) print(response) \ No newline at end of file From 97e9bc647fbd4e62e6ce285b97c6b39befb1608d Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 10:20:38 +0100 Subject: [PATCH 057/101] test --- test.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test.py b/test.py index 2e11130..2b0102f 100644 --- a/test.py +++ b/test.py @@ -17,6 +17,6 @@ def generate_response(prompt, max_length=100): response = tokenizer.decode(outputs[0], skip_special_tokens=True) return response -prompt = "Ile dni urlopu przysługuje pracownikowi z 5 letnim stazem pracy w pełnym wymiarze pracy?" +prompt = "Zacytuj art. 154 kodeksu pracy" response = generate_response(prompt) print(response) \ No newline at end of file From 8ee5f5cbd986b3489a1cf89a11e950a7d65b9258 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 10:22:13 +0100 Subject: [PATCH 058/101] test --- test.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test.py b/test.py index 2b0102f..5d47e17 100644 --- a/test.py +++ b/test.py @@ -6,7 +6,7 @@ tokenizer = AutoTokenizer.from_pretrained(model_path) tokenizer.pad_token = tokenizer.eos_token model.config.pad_token_id = tokenizer.eos_token_id -def generate_response(prompt, max_length=100): +def generate_response(prompt, max_length=1000): inputs = tokenizer(prompt, return_tensors="pt", padding=True, truncation=True) outputs = model.generate( inputs.input_ids, From f846ddeabe35b2fc91b849397fa46fe48c0df861 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 10:29:26 +0100 Subject: [PATCH 059/101] mod gpt --- gpt.py | 23 ++++++++++++++--------- test.py | 2 +- 2 files changed, 15 insertions(+), 10 deletions(-) diff --git a/gpt.py b/gpt.py index d3b56d8..0e3bdf2 100644 --- a/gpt.py +++ b/gpt.py @@ -44,7 +44,6 @@ def prepare_dataset_from_file(file_path): return formatted_articles - def main(): # Inicjalizacja tokenizera tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME) @@ -61,17 +60,17 @@ def main(): examples["text"], truncation=True, padding="max_length", - max_length=256, # Zwiększono dla dłuższych artykułów + max_length=2048, # Zwiększono dla dłuższych artykułów return_tensors="pt" ) tokenized["labels"] = tokenized["input_ids"].clone() return tokenized - tokenized_dataset = dataset.map(tokenize_function, batched=True) + tokenized_dataset = dataset.map(tokenize_function, batched=True, remove_columns=dataset.column_names) # Model i data collator model = AutoModelForCausalLM.from_pretrained(MODEL_NAME) - model.resize_token_embeddings(len(tokenizer), mean_resizing=False) + model.resize_token_embeddings(len(tokenizer)) data_collator = DataCollatorForLanguageModeling( tokenizer=tokenizer, @@ -81,12 +80,17 @@ def main(): # Konfiguracja treningu training_args = TrainingArguments( output_dir="./results", - num_train_epochs=8, # Zwiększono liczbę epok - per_device_train_batch_size=2, - learning_rate=5e-5, + num_train_epochs=15, # Zwiększono liczbę epok + per_device_train_batch_size=4, # Zwiększono rozmiar batcha + learning_rate=2e-5, # Zmniejszono learning rate + weight_decay=0.01, # Dodano weight decay logging_steps=10, + save_steps=500, # Dodano zapisywanie modelu co 500 kroków + eval_steps=500, # Dodano ewaluację co 500 kroków + evaluation_strategy="steps", + load_best_model_at_end=True, # Ładowanie najlepszego modelu na końcu report_to="none", - save_strategy="no" + save_total_limit=2, # Ograniczenie liczby zapisywanych checkpointów ) # Trainer @@ -94,6 +98,7 @@ def main(): model=model, args=training_args, train_dataset=tokenized_dataset, + eval_dataset=tokenized_dataset, # Używamy tego samego zbioru do ewaluacji data_collator=data_collator ) @@ -103,4 +108,4 @@ def main(): tokenizer.save_pretrained("./trained_model/gpt") if __name__ == "__main__": - main() \ No newline at end of file + main() diff --git a/test.py b/test.py index 5d47e17..8143388 100644 --- a/test.py +++ b/test.py @@ -17,6 +17,6 @@ def generate_response(prompt, max_length=1000): response = tokenizer.decode(outputs[0], skip_special_tokens=True) return response -prompt = "Zacytuj art. 154 kodeksu pracy" +prompt = "Jak brzmi art. 154 kodeksu pracy" response = generate_response(prompt) print(response) \ No newline at end of file From 16dc4607867a9feb6edfb47f15f215bea3d970fe Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 10:32:08 +0100 Subject: [PATCH 060/101] mod test --- test.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test.py b/test.py index 8143388..1b77e8b 100644 --- a/test.py +++ b/test.py @@ -17,6 +17,6 @@ def generate_response(prompt, max_length=1000): response = tokenizer.decode(outputs[0], skip_special_tokens=True) return response -prompt = "Jak brzmi art. 154 kodeksu pracy" +prompt = "Zacytuj paragraf pierwszy artykułu 154 Kodeksu pracy." response = generate_response(prompt) print(response) \ No newline at end of file From 1243759c5aa2ee104c542b59e494d9784607085f Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 10:35:35 +0100 Subject: [PATCH 061/101] mod gpt --- gpt.py | 22 +++++++++------------- 1 file changed, 9 insertions(+), 13 deletions(-) diff --git a/gpt.py b/gpt.py index 0e3bdf2..267d669 100644 --- a/gpt.py +++ b/gpt.py @@ -44,6 +44,7 @@ def prepare_dataset_from_file(file_path): return formatted_articles + def main(): # Inicjalizacja tokenizera tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME) @@ -66,11 +67,11 @@ def main(): tokenized["labels"] = tokenized["input_ids"].clone() return tokenized - tokenized_dataset = dataset.map(tokenize_function, batched=True, remove_columns=dataset.column_names) + tokenized_dataset = dataset.map(tokenize_function, batched=True) # Model i data collator model = AutoModelForCausalLM.from_pretrained(MODEL_NAME) - model.resize_token_embeddings(len(tokenizer)) + model.resize_token_embeddings(len(tokenizer), mean_resizing=False) data_collator = DataCollatorForLanguageModeling( tokenizer=tokenizer, @@ -80,17 +81,13 @@ def main(): # Konfiguracja treningu training_args = TrainingArguments( output_dir="./results", - num_train_epochs=15, # Zwiększono liczbę epok - per_device_train_batch_size=4, # Zwiększono rozmiar batcha - learning_rate=2e-5, # Zmniejszono learning rate - weight_decay=0.01, # Dodano weight decay + num_train_epochs=16, # Zwiększono liczbę epok + per_device_train_batch_size=2, + learning_rate=2e-5, #precyzja uczenia logging_steps=10, - save_steps=500, # Dodano zapisywanie modelu co 500 kroków - eval_steps=500, # Dodano ewaluację co 500 kroków - evaluation_strategy="steps", - load_best_model_at_end=True, # Ładowanie najlepszego modelu na końcu report_to="none", - save_total_limit=2, # Ograniczenie liczby zapisywanych checkpointów + save_strategy="no", + load_best_model_at_end=True, # Ładowanie najlepszego modelu na końcu ) # Trainer @@ -98,7 +95,6 @@ def main(): model=model, args=training_args, train_dataset=tokenized_dataset, - eval_dataset=tokenized_dataset, # Używamy tego samego zbioru do ewaluacji data_collator=data_collator ) @@ -108,4 +104,4 @@ def main(): tokenizer.save_pretrained("./trained_model/gpt") if __name__ == "__main__": - main() + main() \ No newline at end of file From 8e8b32093bdfeb1e0e791ea8b9fd05eebb808e0e Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 10:36:09 +0100 Subject: [PATCH 062/101] mod gpt --- gpt.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gpt.py b/gpt.py index 267d669..30cf9d6 100644 --- a/gpt.py +++ b/gpt.py @@ -61,7 +61,7 @@ def main(): examples["text"], truncation=True, padding="max_length", - max_length=2048, # Zwiększono dla dłuższych artykułów + max_length=1024, # Zwiększono dla dłuższych artykułów return_tensors="pt" ) tokenized["labels"] = tokenized["input_ids"].clone() From 84d7926e9e66b6f435ff4ea97ca980698d497bc0 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 11:16:20 +0100 Subject: [PATCH 063/101] mod gpt --- gpt.py | 34 ++++++++++++++++++++++++---------- 1 file changed, 24 insertions(+), 10 deletions(-) diff --git a/gpt.py b/gpt.py index 30cf9d6..7fff1ac 100644 --- a/gpt.py +++ b/gpt.py @@ -6,7 +6,7 @@ from datasets import Dataset # Konfiguracja os.environ["TOKENIZERS_PARALLELISM"] = "false" -MODEL_NAME = "gpt2" +MODEL_NAME = "gpt2-medium" SPECIAL_TOKENS = ["[CITATION_START]", "[CITATION_END]"] TEXT_FILE_PATH = "./docs/kodekspracy.txt" # Zmień na właściwą ścieżkę @@ -41,6 +41,15 @@ def prepare_dataset_from_file(file_path): formatted = f"[CITATION_START] Kodeks Pracy, Art. {art_number} [CITATION_END] {art_text}" formatted_articles.append({"text": formatted}) + + # Dodaj przykłady pytań i odpowiedzi + questions = [ + f"Zacytuj artykuł {art_number} Kodeksu pracy.", + f"Co mówi artykuł {art_number} Kodeksu pracy?", + f"Podaj treść artykułu {art_number} Kodeksu pracy." + ] + for question in questions: + formatted_articles.append({"text": f"{question}\n{formatted}"}) return formatted_articles @@ -80,15 +89,20 @@ def main(): # Konfiguracja treningu training_args = TrainingArguments( - output_dir="./results", - num_train_epochs=16, # Zwiększono liczbę epok - per_device_train_batch_size=2, - learning_rate=2e-5, #precyzja uczenia - logging_steps=10, - report_to="none", - save_strategy="no", - load_best_model_at_end=True, # Ładowanie najlepszego modelu na końcu - ) + output_dir="./results", + num_train_epochs=30, + per_device_train_batch_size=2, + learning_rate=1e-5, + weight_decay=0.01, + logging_steps=10, + save_steps=100, + eval_steps=100, + evaluation_strategy="steps", + load_best_model_at_end=True, + report_to="none", + save_total_limit=2, +) + # Trainer trainer = Trainer( From f826dc05ca7b431c4d417bf962a55998787a50c2 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 11:17:48 +0100 Subject: [PATCH 064/101] mod gpt --- gpt.py | 26 +++++++++++++------------- 1 file changed, 13 insertions(+), 13 deletions(-) diff --git a/gpt.py b/gpt.py index 7fff1ac..7eb52e3 100644 --- a/gpt.py +++ b/gpt.py @@ -89,19 +89,19 @@ def main(): # Konfiguracja treningu training_args = TrainingArguments( - output_dir="./results", - num_train_epochs=30, - per_device_train_batch_size=2, - learning_rate=1e-5, - weight_decay=0.01, - logging_steps=10, - save_steps=100, - eval_steps=100, - evaluation_strategy="steps", - load_best_model_at_end=True, - report_to="none", - save_total_limit=2, -) + output_dir="./results", + num_train_epochs=30, + per_device_train_batch_size=2, + learning_rate=1e-5, + weight_decay=0.01, + logging_steps=10, + save_steps=100, + eval_steps=100, + evaluation_strategy="steps", + load_best_model_at_end=True, + report_to="none", + save_total_limit=2, + ) # Trainer From 29c5e402817f5a6a4babdae256ce8d3788cf81b0 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 11:19:33 +0100 Subject: [PATCH 065/101] mod gpt --- gpt.py | 13 +++++-------- 1 file changed, 5 insertions(+), 8 deletions(-) diff --git a/gpt.py b/gpt.py index 7eb52e3..dfa57e9 100644 --- a/gpt.py +++ b/gpt.py @@ -90,17 +90,14 @@ def main(): # Konfiguracja treningu training_args = TrainingArguments( output_dir="./results", - num_train_epochs=30, + num_train_epochs=32, # Zwiększono liczbę epok per_device_train_batch_size=2, - learning_rate=1e-5, - weight_decay=0.01, + learning_rate=1e-5, #precyzja uczenia logging_steps=10, - save_steps=100, - eval_steps=100, - evaluation_strategy="steps", - load_best_model_at_end=True, + weight_decay=0.01, report_to="none", - save_total_limit=2, + save_strategy="no", + load_best_model_at_end=True, # Ładowanie najlepszego modelu na końcu ) From b30937ceb48afbb31925c7f1e33ed9d85930efcb Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 11:37:10 +0100 Subject: [PATCH 066/101] dodanie modelu --- allegro.py | 118 +++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 118 insertions(+) create mode 100644 allegro.py diff --git a/allegro.py b/allegro.py new file mode 100644 index 0000000..6eef052 --- /dev/null +++ b/allegro.py @@ -0,0 +1,118 @@ +import os +import re +import torch +from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments, Trainer, DataCollatorForLanguageModeling +from datasets import Dataset + +# Konfiguracja +os.environ["TOKENIZERS_PARALLELISM"] = "false" +MODEL_NAME = "allegro/herbert-base-cased" +SPECIAL_TOKENS = ["[CITATION_START]", "[CITATION_END]"] +TEXT_FILE_PATH = "./docs/kodekspracy.txt" # Zmień na właściwą ścieżkę + +def prepare_dataset_from_file(file_path): + with open(file_path, 'r', encoding='utf-8') as f: + text = f.read() + + # Wydziel artykuły za pomocą wyrażenia regularnego + articles = re.findall(r'Art\.\s*\d+[a-z]*\..*?(?=\s*Art\.\s*\d+[a-z]*\.|\Z)', text, flags=re.DOTALL) + + formatted_articles = [] + for article in articles: + # Usuń zbędne białe znaki + article = ' '.join(article.strip().split()) + + # Wydziel numer artykułu i treść + art_match = re.match(r'Art\.\s*(\d+[a-z]*)\.?\s*(.*)', article, re.DOTALL) + if art_match: + art_number = art_match.group(1) + art_text = art_match.group(2) + + # Podziel na paragrafy, jeśli istnieją + paragraphs = re.split(r'(§\s*\d+\.)', art_text) + if len(paragraphs) > 1: + formatted_paragraphs = [] + for i in range(1, len(paragraphs), 2): + para_num = paragraphs[i].strip() + para_text = paragraphs[i+1].strip() + formatted_paragraphs.append(f"{para_num} {para_text}") + formatted = f"[CITATION_START] Kodeks Pracy, Art. {art_number} [CITATION_END]\n" + "\n".join(formatted_paragraphs) + else: + formatted = f"[CITATION_START] Kodeks Pracy, Art. {art_number} [CITATION_END] {art_text}" + + formatted_articles.append({"text": formatted}) + + # Dodaj przykłady pytań i odpowiedzi + questions = [ + f"Zacytuj artykuł {art_number} Kodeksu pracy.", + f"Co mówi artykuł {art_number} Kodeksu pracy?", + f"Podaj treść artykułu {art_number} Kodeksu pracy." + ] + for question in questions: + formatted_articles.append({"text": f"{question}\n{formatted}"}) + + return formatted_articles + + +def main(): + # Inicjalizacja tokenizera + tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME) + tokenizer.add_special_tokens({"additional_special_tokens": SPECIAL_TOKENS}) + tokenizer.pad_token = tokenizer.eos_token + + # Przygotowanie danych + data = prepare_dataset_from_file(TEXT_FILE_PATH) + dataset = Dataset.from_dict({"text": [d["text"] for d in data]}) + + # Tokenizacja + def tokenize_function(examples): + tokenized = tokenizer( + examples["text"], + truncation=True, + padding="max_length", + max_length=1024, # Zwiększono dla dłuższych artykułów + return_tensors="pt" + ) + tokenized["labels"] = tokenized["input_ids"].clone() + return tokenized + + tokenized_dataset = dataset.map(tokenize_function, batched=True) + + # Model i data collator + model = AutoModelForCausalLM.from_pretrained(MODEL_NAME) + model.resize_token_embeddings(len(tokenizer), mean_resizing=False) + + data_collator = DataCollatorForLanguageModeling( + tokenizer=tokenizer, + mlm=False + ) + + # Konfiguracja treningu + training_args = TrainingArguments( + output_dir="./results", + num_train_epochs=32, # Zwiększono liczbę epok + per_device_train_batch_size=2, + learning_rate=1e-5, #precyzja uczenia + logging_steps=10, + weight_decay=0.01, + report_to="none", + save_strategy="no", + load_best_model_at_end=True, # Ładowanie najlepszego modelu na końcu + ) + + + # Trainer + trainer = Trainer( + model=model, + args=training_args, + train_dataset=tokenized_dataset, + data_collator=data_collator + ) + + print("Rozpoczęcie treningu...") + trainer.train() + trainer.save_model("./trained_model/gpt") + tokenizer.save_pretrained("./trained_model/gpt") + +if __name__ == "__main__": + main() \ No newline at end of file From 545700ad409d66ba4d44415692c94a885d6a1bc6 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 11:38:37 +0100 Subject: [PATCH 067/101] mod allegro --- allegro.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/allegro.py b/allegro.py index 6eef052..39e8018 100644 --- a/allegro.py +++ b/allegro.py @@ -111,8 +111,8 @@ def main(): print("Rozpoczęcie treningu...") trainer.train() - trainer.save_model("./trained_model/gpt") - tokenizer.save_pretrained("./trained_model/gpt") + trainer.save_model("./trained_model/allegro") + tokenizer.save_pretrained("./trained_model/allegro") if __name__ == "__main__": main() \ No newline at end of file From 735b5fe6239cab079924ac3f9f2c6ae04ce0ac78 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 11:42:17 +0100 Subject: [PATCH 068/101] mod allegro --- allegro.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/allegro.py b/allegro.py index 39e8018..89c185b 100644 --- a/allegro.py +++ b/allegro.py @@ -58,7 +58,7 @@ def main(): # Inicjalizacja tokenizera tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME) tokenizer.add_special_tokens({"additional_special_tokens": SPECIAL_TOKENS}) - tokenizer.pad_token = tokenizer.eos_token + tokenizer.pad_token = tokenizer.eos_token # Dodaj tę linię # Przygotowanie danych data = prepare_dataset_from_file(TEXT_FILE_PATH) @@ -70,17 +70,18 @@ def main(): examples["text"], truncation=True, padding="max_length", - max_length=1024, # Zwiększono dla dłuższych artykułów + max_length=512, # Zwiększono dla dłuższych artykułów return_tensors="pt" ) tokenized["labels"] = tokenized["input_ids"].clone() return tokenized - tokenized_dataset = dataset.map(tokenize_function, batched=True) + tokenized_dataset = dataset.map(tokenize_function, batched=True, remove_columns=dataset.column_names) # Model i data collator model = AutoModelForCausalLM.from_pretrained(MODEL_NAME) - model.resize_token_embeddings(len(tokenizer), mean_resizing=False) + model.resize_token_embeddings(len(tokenizer)) # Dodaj tę linię + model.config.pad_token_id = tokenizer.pad_token_id # Dodaj tę linię data_collator = DataCollatorForLanguageModeling( tokenizer=tokenizer, From 799f08c491d89f8ef5e57971ccc8cd138ef449cd Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 12:08:47 +0100 Subject: [PATCH 069/101] mod allegro --- allegro.py | 46 +++++++++++++++++++++++----------------------- 1 file changed, 23 insertions(+), 23 deletions(-) diff --git a/allegro.py b/allegro.py index 89c185b..e0cac0f 100644 --- a/allegro.py +++ b/allegro.py @@ -14,21 +14,17 @@ def prepare_dataset_from_file(file_path): with open(file_path, 'r', encoding='utf-8') as f: text = f.read() - # Wydziel artykuły za pomocą wyrażenia regularnego articles = re.findall(r'Art\.\s*\d+[a-z]*\..*?(?=\s*Art\.\s*\d+[a-z]*\.|\Z)', text, flags=re.DOTALL) formatted_articles = [] for article in articles: - # Usuń zbędne białe znaki article = ' '.join(article.strip().split()) - # Wydziel numer artykułu i treść art_match = re.match(r'Art\.\s*(\d+[a-z]*)\.?\s*(.*)', article, re.DOTALL) if art_match: art_number = art_match.group(1) art_text = art_match.group(2) - # Podziel na paragrafy, jeśli istnieją paragraphs = re.split(r'(§\s*\d+\.)', art_text) if len(paragraphs) > 1: formatted_paragraphs = [] @@ -42,23 +38,24 @@ def prepare_dataset_from_file(file_path): formatted_articles.append({"text": formatted}) - # Dodaj przykłady pytań i odpowiedzi - questions = [ - f"Zacytuj artykuł {art_number} Kodeksu pracy.", - f"Co mówi artykuł {art_number} Kodeksu pracy?", - f"Podaj treść artykułu {art_number} Kodeksu pracy." - ] - for question in questions: - formatted_articles.append({"text": f"{question}\n{formatted}"}) + questions = [ + f"Zacytuj artykuł {art_number} Kodeksu pracy.", + f"Co mówi artykuł {art_number} Kodeksu pracy?", + f"Podaj treść artykułu {art_number} Kodeksu pracy." + ] + for question in questions: + formatted_articles.append({"text": f"{question}\n{formatted}"}) return formatted_articles - def main(): # Inicjalizacja tokenizera tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME) + tokenizer.pad_token = tokenizer.eos_token tokenizer.add_special_tokens({"additional_special_tokens": SPECIAL_TOKENS}) - tokenizer.pad_token = tokenizer.eos_token # Dodaj tę linię + + print(f"Pad token: {tokenizer.pad_token}") + print(f"Pad token ID: {tokenizer.pad_token_id}") # Przygotowanie danych data = prepare_dataset_from_file(TEXT_FILE_PATH) @@ -70,7 +67,7 @@ def main(): examples["text"], truncation=True, padding="max_length", - max_length=512, # Zwiększono dla dłuższych artykułów + max_length=512, return_tensors="pt" ) tokenized["labels"] = tokenized["input_ids"].clone() @@ -80,8 +77,8 @@ def main(): # Model i data collator model = AutoModelForCausalLM.from_pretrained(MODEL_NAME) - model.resize_token_embeddings(len(tokenizer)) # Dodaj tę linię - model.config.pad_token_id = tokenizer.pad_token_id # Dodaj tę linię + model.resize_token_embeddings(len(tokenizer)) + model.config.pad_token_id = tokenizer.pad_token_id data_collator = DataCollatorForLanguageModeling( tokenizer=tokenizer, @@ -91,22 +88,25 @@ def main(): # Konfiguracja treningu training_args = TrainingArguments( output_dir="./results", - num_train_epochs=32, # Zwiększono liczbę epok + num_train_epochs=32, per_device_train_batch_size=2, - learning_rate=1e-5, #precyzja uczenia + learning_rate=1e-5, logging_steps=10, weight_decay=0.01, report_to="none", - save_strategy="no", - load_best_model_at_end=True, # Ładowanie najlepszego modelu na końcu + save_strategy="steps", + save_steps=500, + evaluation_strategy="steps", + eval_steps=500, + load_best_model_at_end=True, ) - # Trainer trainer = Trainer( model=model, args=training_args, train_dataset=tokenized_dataset, + eval_dataset=tokenized_dataset, data_collator=data_collator ) @@ -116,4 +116,4 @@ def main(): tokenizer.save_pretrained("./trained_model/allegro") if __name__ == "__main__": - main() \ No newline at end of file + main() From 02a074b867a6269d00ca5fa1473cef66545fc871 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 12:16:11 +0100 Subject: [PATCH 070/101] dodanie nowego modelu (gemma) --- gemma.py | 75 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 75 insertions(+) create mode 100644 gemma.py diff --git a/gemma.py b/gemma.py new file mode 100644 index 0000000..5742741 --- /dev/null +++ b/gemma.py @@ -0,0 +1,75 @@ +import torch +import chromadb +from sentence_transformers import SentenceTransformer +from datasets import Dataset +from peft import LoraConfig, get_peft_model +from transformers import AutoModelForCausalLM, AutoTokenizer, TrainingArguments, Trainer + +# 1️⃣ Inicjalizacja ChromaDB i modelu do embeddingów +chroma_client = chromadb.PersistentClient(path="./chroma_db") +collection = chroma_client.get_or_create_collection("my_embeddings") +embed_model = SentenceTransformer("all-MiniLM-L6-v2") + +# 2️⃣ Dodanie dokumentów i embeddingów +documents = [ + "Jak założyć firmę w Polsce?", + "Jak rozliczyć podatek VAT?", + "Procedura składania reklamacji w e-sklepie.", + "Jakie dokumenty są potrzebne do rejestracji działalności?" +] +embeddings = embed_model.encode(documents).tolist() + +for i, (doc, emb) in enumerate(zip(documents, embeddings)): + collection.add(ids=[str(i)], documents=[doc], embeddings=[emb]) + +# 3️⃣ Przygotowanie danych treningowych +def create_training_data(): + data = collection.get(include=["documents", "embeddings"]) + return Dataset.from_dict({ + "text": data["documents"], + "embedding": data["embeddings"] + }) + +dataset = create_training_data() + +# 4️⃣ Ładowanie modelu Gemma 2 7B +device = "cuda" if torch.cuda.is_available() else "cpu" +model_name = "google/gemma-7b" +model = AutoModelForCausalLM.from_pretrained(model_name, torch_dtype=torch.float16).to(device) +tokenizer = AutoTokenizer.from_pretrained(model_name) + +# 5️⃣ Konfiguracja LoRA dla efektywnego treningu +lora_config = LoraConfig( + r=8, lora_alpha=32, lora_dropout=0.1, bias="none", task_type="CAUSAL_LM" +) +model = get_peft_model(model, lora_config) + +# 6️⃣ Tokenizacja danych +def tokenize_function(examples): + return tokenizer(examples["text"], padding="max_length", truncation=True) + +tokenized_dataset = dataset.map(tokenize_function, batched=True) + +# 7️⃣ Parametry treningu +training_args = TrainingArguments( + output_dir="./results", + per_device_train_batch_size=2, + num_train_epochs=3, + logging_dir="./logs", + save_strategy="epoch" +) + +# 8️⃣ Trening modelu +trainer = Trainer( + model=model, + args=training_args, + train_dataset=tokenized_dataset, +) + +trainer.train() + +# 9️⃣ Zapisanie dostrojonego modelu +model.save_pretrained("./trained_model/gemma") +tokenizer.save_pretrained("./trained_model/gemma") + +print("✅ Model został wytrenowany i zapisany!") From e41cb52136bcecb0125050b513380206f33c034e Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 13:00:07 +0100 Subject: [PATCH 071/101] mod gemma --- gemma.py | 42 ++++++++++++++++++++++-------------------- 1 file changed, 22 insertions(+), 20 deletions(-) diff --git a/gemma.py b/gemma.py index 5742741..aeb8eed 100644 --- a/gemma.py +++ b/gemma.py @@ -1,13 +1,12 @@ import torch -import chromadb +import faiss +import numpy as np from sentence_transformers import SentenceTransformer from datasets import Dataset from peft import LoraConfig, get_peft_model from transformers import AutoModelForCausalLM, AutoTokenizer, TrainingArguments, Trainer -# 1️⃣ Inicjalizacja ChromaDB i modelu do embeddingów -chroma_client = chromadb.PersistentClient(path="./chroma_db") -collection = chroma_client.get_or_create_collection("my_embeddings") +# 1️⃣ Inicjalizacja modelu do embeddingów embed_model = SentenceTransformer("all-MiniLM-L6-v2") # 2️⃣ Dodanie dokumentów i embeddingów @@ -17,40 +16,43 @@ documents = [ "Procedura składania reklamacji w e-sklepie.", "Jakie dokumenty są potrzebne do rejestracji działalności?" ] -embeddings = embed_model.encode(documents).tolist() +embeddings = embed_model.encode(documents) -for i, (doc, emb) in enumerate(zip(documents, embeddings)): - collection.add(ids=[str(i)], documents=[doc], embeddings=[emb]) +# 3️⃣ Inicjalizacja FAISS i dodanie wektorów +dim = embeddings.shape[1] # Wymiary wektorów +index = faiss.IndexFlatL2(dim) # Tworzymy indeks FAISS dla metryki L2 +index.add(np.array(embeddings, dtype=np.float32)) # Dodajemy wektory do indeksu FAISS -# 3️⃣ Przygotowanie danych treningowych +# 4️⃣ Przygotowanie danych treningowych def create_training_data(): - data = collection.get(include=["documents", "embeddings"]) - return Dataset.from_dict({ - "text": data["documents"], - "embedding": data["embeddings"] - }) + # Pobranie dokumentów (możesz połączyć je z odpowiednimi embeddingami, jeśli trzeba) + data = { + "text": documents, + "embedding": embeddings.tolist() + } + return Dataset.from_dict(data) dataset = create_training_data() -# 4️⃣ Ładowanie modelu Gemma 2 7B +# 5️⃣ Ładowanie modelu Gemma 2 7B device = "cuda" if torch.cuda.is_available() else "cpu" model_name = "google/gemma-7b" model = AutoModelForCausalLM.from_pretrained(model_name, torch_dtype=torch.float16).to(device) tokenizer = AutoTokenizer.from_pretrained(model_name) -# 5️⃣ Konfiguracja LoRA dla efektywnego treningu +# 6️⃣ Konfiguracja LoRA dla efektywnego treningu lora_config = LoraConfig( r=8, lora_alpha=32, lora_dropout=0.1, bias="none", task_type="CAUSAL_LM" ) model = get_peft_model(model, lora_config) -# 6️⃣ Tokenizacja danych +# 7️⃣ Tokenizacja danych def tokenize_function(examples): return tokenizer(examples["text"], padding="max_length", truncation=True) tokenized_dataset = dataset.map(tokenize_function, batched=True) -# 7️⃣ Parametry treningu +# 8️⃣ Parametry treningu training_args = TrainingArguments( output_dir="./results", per_device_train_batch_size=2, @@ -59,7 +61,7 @@ training_args = TrainingArguments( save_strategy="epoch" ) -# 8️⃣ Trening modelu +# 9️⃣ Trening modelu trainer = Trainer( model=model, args=training_args, @@ -68,8 +70,8 @@ trainer = Trainer( trainer.train() -# 9️⃣ Zapisanie dostrojonego modelu +# 🔟 Zapisanie dostrojonego modelu model.save_pretrained("./trained_model/gemma") tokenizer.save_pretrained("./trained_model/gemma") -print("✅ Model został wytrenowany i zapisany!") +print("✅ Model został wytrenowany i zapisany!") \ No newline at end of file From 30a63500717a206b22417f282b16006deac70a30 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 13:09:06 +0100 Subject: [PATCH 072/101] mod gemma --- gemma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma.py b/gemma.py index aeb8eed..f10d752 100644 --- a/gemma.py +++ b/gemma.py @@ -36,7 +36,7 @@ dataset = create_training_data() # 5️⃣ Ładowanie modelu Gemma 2 7B device = "cuda" if torch.cuda.is_available() else "cpu" -model_name = "google/gemma-7b" +model_name = "google/gemma-2b" model = AutoModelForCausalLM.from_pretrained(model_name, torch_dtype=torch.float16).to(device) tokenizer = AutoTokenizer.from_pretrained(model_name) From b822c322063291fd9b908f3c2c39eb3739f1ac93 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 13:15:18 +0100 Subject: [PATCH 073/101] mod gemma --- gemma.py | 45 ++++++++++++++++++++++++++++++++++----------- 1 file changed, 34 insertions(+), 11 deletions(-) diff --git a/gemma.py b/gemma.py index f10d752..aa58c21 100644 --- a/gemma.py +++ b/gemma.py @@ -1,10 +1,13 @@ +import os +os.environ["TOKENIZERS_PARALLELISM"] = "false" + import torch import faiss import numpy as np from sentence_transformers import SentenceTransformer from datasets import Dataset from peft import LoraConfig, get_peft_model -from transformers import AutoModelForCausalLM, AutoTokenizer, TrainingArguments, Trainer +from transformers import AutoModelForCausalLM, AutoTokenizer, TrainingArguments, Trainer, DataCollatorForLanguageModeling # 1️⃣ Inicjalizacja modelu do embeddingów embed_model = SentenceTransformer("all-MiniLM-L6-v2") @@ -19,13 +22,12 @@ documents = [ embeddings = embed_model.encode(documents) # 3️⃣ Inicjalizacja FAISS i dodanie wektorów -dim = embeddings.shape[1] # Wymiary wektorów -index = faiss.IndexFlatL2(dim) # Tworzymy indeks FAISS dla metryki L2 -index.add(np.array(embeddings, dtype=np.float32)) # Dodajemy wektory do indeksu FAISS +dim = embeddings.shape[1] +index = faiss.IndexFlatL2(dim) +index.add(np.array(embeddings, dtype=np.float32)) # 4️⃣ Przygotowanie danych treningowych def create_training_data(): - # Pobranie dokumentów (możesz połączyć je z odpowiednimi embeddingami, jeśli trzeba) data = { "text": documents, "embedding": embeddings.tolist() @@ -47,8 +49,15 @@ lora_config = LoraConfig( model = get_peft_model(model, lora_config) # 7️⃣ Tokenizacja danych +max_length = 128 + def tokenize_function(examples): - return tokenizer(examples["text"], padding="max_length", truncation=True) + return tokenizer( + examples["text"], + padding="max_length", + truncation=True, + max_length=max_length + ) tokenized_dataset = dataset.map(tokenize_function, batched=True) @@ -56,22 +65,36 @@ tokenized_dataset = dataset.map(tokenize_function, batched=True) training_args = TrainingArguments( output_dir="./results", per_device_train_batch_size=2, - num_train_epochs=3, + gradient_accumulation_steps=4, # Symuluje większy batch size + num_train_epochs=5, logging_dir="./logs", - save_strategy="epoch" + save_strategy="epoch", + learning_rate=2e-5, + warmup_steps=100, + fp16=True, # Używa mixed precision training + evaluation_strategy="steps", + eval_steps=500, + load_best_model_at_end=True, ) -# 9️⃣ Trening modelu +# 9️⃣ Data Collator +data_collator = DataCollatorForLanguageModeling( + tokenizer=tokenizer, + mlm=False +) + +# 🔟 Trening modelu trainer = Trainer( model=model, args=training_args, train_dataset=tokenized_dataset, + data_collator=data_collator, ) trainer.train() -# 🔟 Zapisanie dostrojonego modelu +# 1️⃣1️⃣ Zapisanie dostrojonego modelu model.save_pretrained("./trained_model/gemma") tokenizer.save_pretrained("./trained_model/gemma") -print("✅ Model został wytrenowany i zapisany!") \ No newline at end of file +print("✅ Model został wytrenowany i zapisany!") From 51828191cc6acc38817353479d1edff3dc80972a Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 13:17:57 +0100 Subject: [PATCH 074/101] mod gemma --- gemma.py | 19 ++++++++++--------- 1 file changed, 10 insertions(+), 9 deletions(-) diff --git a/gemma.py b/gemma.py index aa58c21..86f6bd1 100644 --- a/gemma.py +++ b/gemma.py @@ -64,17 +64,18 @@ tokenized_dataset = dataset.map(tokenize_function, batched=True) # 8️⃣ Parametry treningu training_args = TrainingArguments( output_dir="./results", - per_device_train_batch_size=2, - gradient_accumulation_steps=4, # Symuluje większy batch size - num_train_epochs=5, - logging_dir="./logs", - save_strategy="epoch", + evaluation_strategy="steps", # Zmienione na "steps" + eval_steps=500, # Dodane + save_strategy="steps", # Zmienione na "steps" + save_steps=500, # Dodane, musi być takie samo jak eval_steps lub jego wielokrotność learning_rate=2e-5, - warmup_steps=100, - fp16=True, # Używa mixed precision training - evaluation_strategy="steps", - eval_steps=500, + per_device_train_batch_size=2, + per_device_eval_batch_size=2, + num_train_epochs=5, + weight_decay=0.01, load_best_model_at_end=True, + metric_for_best_model="loss", # lub inna metryka, którą chcesz optymalizować + greater_is_better=False, # Ustaw na True, jeśli wyższa wartość metryki jest lepsza ) # 9️⃣ Data Collator From 310c882b1de345623c8ea96fdc060c112888a5d2 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 13:19:09 +0100 Subject: [PATCH 075/101] mod gemma --- gemma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma.py b/gemma.py index 86f6bd1..aeaa6c8 100644 --- a/gemma.py +++ b/gemma.py @@ -38,7 +38,7 @@ dataset = create_training_data() # 5️⃣ Ładowanie modelu Gemma 2 7B device = "cuda" if torch.cuda.is_available() else "cpu" -model_name = "google/gemma-2b" +model_name = "google/gemma-2-2b" model = AutoModelForCausalLM.from_pretrained(model_name, torch_dtype=torch.float16).to(device) tokenizer = AutoTokenizer.from_pretrained(model_name) From 1241d01180c20cc8f6193d3ef37d8998524887d4 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 13:25:17 +0100 Subject: [PATCH 076/101] mod gemma --- gemma.py | 33 ++++++++++++++++++++------------- 1 file changed, 20 insertions(+), 13 deletions(-) diff --git a/gemma.py b/gemma.py index aeaa6c8..5446312 100644 --- a/gemma.py +++ b/gemma.py @@ -36,13 +36,18 @@ def create_training_data(): dataset = create_training_data() -# 5️⃣ Ładowanie modelu Gemma 2 7B +# Podział danych na treningowe i ewaluacyjne +split_dataset = dataset.train_test_split(test_size=0.25) +train_dataset = split_dataset["train"] +eval_dataset = split_dataset["test"] + +# 5️⃣ Ładowanie modelu Gemma 2B device = "cuda" if torch.cuda.is_available() else "cpu" model_name = "google/gemma-2-2b" model = AutoModelForCausalLM.from_pretrained(model_name, torch_dtype=torch.float16).to(device) tokenizer = AutoTokenizer.from_pretrained(model_name) -# 6️⃣ Konfiguracja LoRA dla efektywnego treningu +# 6️⃣ Konfiguracja LoRA lora_config = LoraConfig( r=8, lora_alpha=32, lora_dropout=0.1, bias="none", task_type="CAUSAL_LM" ) @@ -59,23 +64,24 @@ def tokenize_function(examples): max_length=max_length ) -tokenized_dataset = dataset.map(tokenize_function, batched=True) +tokenized_train = train_dataset.map(tokenize_function, batched=True) +tokenized_eval = eval_dataset.map(tokenize_function, batched=True) # 8️⃣ Parametry treningu training_args = TrainingArguments( output_dir="./results", - evaluation_strategy="steps", # Zmienione na "steps" - eval_steps=500, # Dodane - save_strategy="steps", # Zmienione na "steps" - save_steps=500, # Dodane, musi być takie samo jak eval_steps lub jego wielokrotność + eval_strategy="steps", # Ewaluacja co określoną liczbę kroków + eval_steps=500, # Ewaluacja co 500 kroków + save_strategy="steps", # Zapis modelu co określoną liczbę kroków + save_steps=500, # Zapis modelu co 500 kroków learning_rate=2e-5, per_device_train_batch_size=2, per_device_eval_batch_size=2, num_train_epochs=5, weight_decay=0.01, - load_best_model_at_end=True, - metric_for_best_model="loss", # lub inna metryka, którą chcesz optymalizować - greater_is_better=False, # Ustaw na True, jeśli wyższa wartość metryki jest lepsza + load_best_model_at_end=True, # Wczytaj najlepszy model na końcu + metric_for_best_model="loss", # Kryterium wyboru najlepszego modelu + greater_is_better=False, # Niższy loss = lepszy model ) # 9️⃣ Data Collator @@ -88,14 +94,15 @@ data_collator = DataCollatorForLanguageModeling( trainer = Trainer( model=model, args=training_args, - train_dataset=tokenized_dataset, + train_dataset=tokenized_train, + eval_dataset=tokenized_eval, # Dodany zestaw ewaluacyjny data_collator=data_collator, ) trainer.train() -# 1️⃣1️⃣ Zapisanie dostrojonego modelu +# 1️⃣1️⃣ Zapis modelu model.save_pretrained("./trained_model/gemma") tokenizer.save_pretrained("./trained_model/gemma") -print("✅ Model został wytrenowany i zapisany!") +print("✅ Model został wytrenowany i zapisany!") \ No newline at end of file From b0525e303dddb769d36975367b3488dbf6c0e92a Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 13:53:34 +0100 Subject: [PATCH 077/101] mod gemma --- gemma.py | 23 +++++++++++++++++------ 1 file changed, 17 insertions(+), 6 deletions(-) diff --git a/gemma.py b/gemma.py index 5446312..1116d8d 100644 --- a/gemma.py +++ b/gemma.py @@ -13,12 +13,23 @@ from transformers import AutoModelForCausalLM, AutoTokenizer, TrainingArguments, embed_model = SentenceTransformer("all-MiniLM-L6-v2") # 2️⃣ Dodanie dokumentów i embeddingów -documents = [ - "Jak założyć firmę w Polsce?", - "Jak rozliczyć podatek VAT?", - "Procedura składania reklamacji w e-sklepie.", - "Jakie dokumenty są potrzebne do rejestracji działalności?" -] +def read_documents_from_file(file_path): + with open(file_path, 'r', encoding='utf-8') as file: + content = file.read() + articles = content.split('\n\n') + documents = [] + for article in articles: + if article.strip().startswith('Art.'): + documents.append(article.strip()) + return documents +#documents = [ +# "Jak założyć firmę w Polsce?", +# "Jak rozliczyć podatek VAT?", +# "Procedura składania reklamacji w e-sklepie.", +# "Jakie dokumenty są potrzebne do rejestracji działalności?" +#] +file_path = './docs/kodekspracy.txt' # Zmień na właściwą ścieżkę +documents = read_documents_from_file(file_path) embeddings = embed_model.encode(documents) # 3️⃣ Inicjalizacja FAISS i dodanie wektorów From b9d7a7adc5826a62f324de002a134f9a70aeb5f8 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 13:56:35 +0100 Subject: [PATCH 078/101] mod gemma --- gemma.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/gemma.py b/gemma.py index 1116d8d..8a5d12f 100644 --- a/gemma.py +++ b/gemma.py @@ -65,7 +65,7 @@ lora_config = LoraConfig( model = get_peft_model(model, lora_config) # 7️⃣ Tokenizacja danych -max_length = 128 +max_length = 1024 def tokenize_function(examples): return tokenizer( @@ -85,10 +85,10 @@ training_args = TrainingArguments( eval_steps=500, # Ewaluacja co 500 kroków save_strategy="steps", # Zapis modelu co określoną liczbę kroków save_steps=500, # Zapis modelu co 500 kroków - learning_rate=2e-5, + learning_rate=1e-5, per_device_train_batch_size=2, per_device_eval_batch_size=2, - num_train_epochs=5, + num_train_epochs=32, weight_decay=0.01, load_best_model_at_end=True, # Wczytaj najlepszy model na końcu metric_for_best_model="loss", # Kryterium wyboru najlepszego modelu From 87405935ebebfa1b145a6becf71e4d21a28f4187 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 13:56:48 +0100 Subject: [PATCH 079/101] mod gemma --- gemma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma.py b/gemma.py index 8a5d12f..56e468b 100644 --- a/gemma.py +++ b/gemma.py @@ -88,7 +88,7 @@ training_args = TrainingArguments( learning_rate=1e-5, per_device_train_batch_size=2, per_device_eval_batch_size=2, - num_train_epochs=32, + num_train_epochs=16, weight_decay=0.01, load_best_model_at_end=True, # Wczytaj najlepszy model na końcu metric_for_best_model="loss", # Kryterium wyboru najlepszego modelu From 7a901d3feafea32ea507671daf769e870814c559 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 13:58:25 +0100 Subject: [PATCH 080/101] mod gemma --- gemma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma.py b/gemma.py index 56e468b..8c64c51 100644 --- a/gemma.py +++ b/gemma.py @@ -65,7 +65,7 @@ lora_config = LoraConfig( model = get_peft_model(model, lora_config) # 7️⃣ Tokenizacja danych -max_length = 1024 +max_length = 512 def tokenize_function(examples): return tokenizer( From f646508b1751f04eccdb5cda38308cd270d47792 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 13:59:01 +0100 Subject: [PATCH 081/101] mod gemma --- gemma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma.py b/gemma.py index 8c64c51..1725aca 100644 --- a/gemma.py +++ b/gemma.py @@ -65,7 +65,7 @@ lora_config = LoraConfig( model = get_peft_model(model, lora_config) # 7️⃣ Tokenizacja danych -max_length = 512 +max_length = 256 def tokenize_function(examples): return tokenizer( From eacce2694e14f4371ba644551b328793f86992cc Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 14:00:03 +0100 Subject: [PATCH 082/101] mod gemma --- gemma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma.py b/gemma.py index 1725aca..11c7caf 100644 --- a/gemma.py +++ b/gemma.py @@ -65,7 +65,7 @@ lora_config = LoraConfig( model = get_peft_model(model, lora_config) # 7️⃣ Tokenizacja danych -max_length = 256 +max_length = 384 def tokenize_function(examples): return tokenizer( From cb3cc472515a6722f000b286799b6329f3f81631 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 14:04:30 +0100 Subject: [PATCH 083/101] mod gemma --- gemma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma.py b/gemma.py index 11c7caf..528438d 100644 --- a/gemma.py +++ b/gemma.py @@ -65,7 +65,7 @@ lora_config = LoraConfig( model = get_peft_model(model, lora_config) # 7️⃣ Tokenizacja danych -max_length = 384 +max_length = 400 def tokenize_function(examples): return tokenizer( From 0238ad7b309fd2a94d492d364bd090e93c1322db Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 14:05:27 +0100 Subject: [PATCH 084/101] mod gemma --- gemma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma.py b/gemma.py index 528438d..f2d3d4f 100644 --- a/gemma.py +++ b/gemma.py @@ -65,7 +65,7 @@ lora_config = LoraConfig( model = get_peft_model(model, lora_config) # 7️⃣ Tokenizacja danych -max_length = 400 +max_length = 390 #384 def tokenize_function(examples): return tokenizer( From 7d5e87d3bc0ad89dc71ebd2c13896069a1f9b89b Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 14:06:00 +0100 Subject: [PATCH 085/101] mod gemma --- gemma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma.py b/gemma.py index f2d3d4f..7ef6131 100644 --- a/gemma.py +++ b/gemma.py @@ -65,7 +65,7 @@ lora_config = LoraConfig( model = get_peft_model(model, lora_config) # 7️⃣ Tokenizacja danych -max_length = 390 #384 +max_length = 389 #384 def tokenize_function(examples): return tokenizer( From 219631144567c459ec80d292b8fba6d2143bd680 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 14:06:36 +0100 Subject: [PATCH 086/101] mod gemma --- gemma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma.py b/gemma.py index 7ef6131..1bfca3f 100644 --- a/gemma.py +++ b/gemma.py @@ -65,7 +65,7 @@ lora_config = LoraConfig( model = get_peft_model(model, lora_config) # 7️⃣ Tokenizacja danych -max_length = 389 #384 +max_length = 386 #384 def tokenize_function(examples): return tokenizer( From 9bc9549c4fb40b11a239df1fa13be06de2b77ed1 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 14:07:18 +0100 Subject: [PATCH 087/101] mod gemma --- gemma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma.py b/gemma.py index 1bfca3f..7fca870 100644 --- a/gemma.py +++ b/gemma.py @@ -65,7 +65,7 @@ lora_config = LoraConfig( model = get_peft_model(model, lora_config) # 7️⃣ Tokenizacja danych -max_length = 386 #384 +max_length = 385 #384 def tokenize_function(examples): return tokenizer( From 94e6902e6034964ffee13783fd3637b83975ec48 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 14:07:49 +0100 Subject: [PATCH 088/101] mod gemma --- gemma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma.py b/gemma.py index 7fca870..11c7caf 100644 --- a/gemma.py +++ b/gemma.py @@ -65,7 +65,7 @@ lora_config = LoraConfig( model = get_peft_model(model, lora_config) # 7️⃣ Tokenizacja danych -max_length = 385 #384 +max_length = 384 def tokenize_function(examples): return tokenizer( From de532292917fbc3f423b62ee0a899d84ce578980 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 15:30:23 +0100 Subject: [PATCH 089/101] gemma-faiss --- gemma-faiss.py | 62 ++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 62 insertions(+) create mode 100644 gemma-faiss.py diff --git a/gemma-faiss.py b/gemma-faiss.py new file mode 100644 index 0000000..c0435f6 --- /dev/null +++ b/gemma-faiss.py @@ -0,0 +1,62 @@ +import numpy as np +import faiss +import gradio as gr +import torch +from sentence_transformers import SentenceTransformer +from transformers import AutoTokenizer, AutoModelForCausalLM +import ollama + +# 1️⃣ Inicjalizacja modelu do embeddingów +embed_model = SentenceTransformer("all-MiniLM-L6-v2") + +# 2️⃣ Dodanie dokumentów i embeddingów +def read_documents_from_file(file_path): + with open(file_path, 'r', encoding='utf-8') as file: + content = file.read() + articles = content.split('\n\n') + documents = [] + for article in articles: + if article.strip().startswith('Art.'): + documents.append(article.strip()) + return documents +#documents = [ +# "Jak założyć firmę w Polsce?", +# "Jak rozliczyć podatek VAT?", +# "Procedura składania reklamacji w e-sklepie.", +# "Jakie dokumenty są potrzebne do rejestracji działalności?" +#] +file_path = './docs/kodekspracy.txt' # Zmień na właściwą ścieżkę +documents = read_documents_from_file(file_path) + +# 3️⃣ Wygenerowanie embeddingów +embeddings = embed_model.encode(documents) + +# 4️⃣ Inicjalizacja FAISS +dim = embeddings.shape[1] # Wymiar embeddingu +index = faiss.IndexFlatL2(dim) +index.add(np.array(embeddings, dtype=np.float32)) + +# 5️⃣ Wczytanie modelu Ollama (Gemma 2) +model_name = "./trained_model/gemma/Gemma-F16-LoRA.gguf" # Ścieżka do modelu w systemie +tokenizer = AutoTokenizer.from_pretrained("google/gemma-2-2b") + +# 6️⃣ Funkcja wyszukiwania w FAISS +def search(query, k=5): + query_embedding = embed_model.encode([query]) # Przekształć zapytanie w embedding + _, indices = index.search(np.array(query_embedding, dtype=np.float32), k) # Szukaj w indeksie FAISS + return indices # Zwróć indeksy najbardziej podobnych dokumentów + +# 7️⃣ Funkcja generowania odpowiedzi z Ollama +def generate_response(query): + indices = search(query) # Znajdź najbardziej podobne dokumenty + relevant_documents = [documents[i] for i in indices[0]] # Pobierz dokumenty na podstawie wyników wyszukiwania + + prompt = " ".join(relevant_documents) + " " + query # Przygotuj prompt + response = ollama.chat(model=model_name, messages=[{"role": "user", "content": prompt}]) # Generowanie odpowiedzi przez Ollama + + return response["text"] + +# 8️⃣ Interfejs Gradio (Open-WebUI) +iface = gr.Interface(fn=generate_response, inputs="text", outputs="text") + +iface.launch() # Uruchom interfejs \ No newline at end of file From a556bad96c0aed60420c6348a0fa990ddcc64511 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 15:32:49 +0100 Subject: [PATCH 090/101] gemma-faiss public --- gemma-faiss.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma-faiss.py b/gemma-faiss.py index c0435f6..0c38cc4 100644 --- a/gemma-faiss.py +++ b/gemma-faiss.py @@ -59,4 +59,4 @@ def generate_response(query): # 8️⃣ Interfejs Gradio (Open-WebUI) iface = gr.Interface(fn=generate_response, inputs="text", outputs="text") -iface.launch() # Uruchom interfejs \ No newline at end of file +iface.launch(share=True) # Uruchom interfejs \ No newline at end of file From a2c50fc5cf092bed8fb65d4514988f4c7e1451f9 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 15:35:02 +0100 Subject: [PATCH 091/101] mod gemma-faiss --- gemma-faiss.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/gemma-faiss.py b/gemma-faiss.py index 0c38cc4..3c0b68f 100644 --- a/gemma-faiss.py +++ b/gemma-faiss.py @@ -1,3 +1,6 @@ +import os +os.environ["TOKENIZERS_PARALLELISM"] = "false" + import numpy as np import faiss import gradio as gr @@ -59,4 +62,4 @@ def generate_response(query): # 8️⃣ Interfejs Gradio (Open-WebUI) iface = gr.Interface(fn=generate_response, inputs="text", outputs="text") -iface.launch(share=True) # Uruchom interfejs \ No newline at end of file +iface.launch() # Uruchom interfejs \ No newline at end of file From 9bfdfc8c9f327b99320e63745aed9a01a48b09fe Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 15:37:45 +0100 Subject: [PATCH 092/101] iface gemma-faiss --- gemma-faiss.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma-faiss.py b/gemma-faiss.py index 3c0b68f..b1ef8c8 100644 --- a/gemma-faiss.py +++ b/gemma-faiss.py @@ -62,4 +62,4 @@ def generate_response(query): # 8️⃣ Interfejs Gradio (Open-WebUI) iface = gr.Interface(fn=generate_response, inputs="text", outputs="text") -iface.launch() # Uruchom interfejs \ No newline at end of file +iface.launch(server_name="0.0.0.0", server_port=7860) # Uruchom interfejs \ No newline at end of file From 534afc1f6599fa212c3d4364dc7d093dbd79f002 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 15:38:27 +0100 Subject: [PATCH 093/101] mod --- gemma-faiss.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma-faiss.py b/gemma-faiss.py index b1ef8c8..fecaab4 100644 --- a/gemma-faiss.py +++ b/gemma-faiss.py @@ -62,4 +62,4 @@ def generate_response(query): # 8️⃣ Interfejs Gradio (Open-WebUI) iface = gr.Interface(fn=generate_response, inputs="text", outputs="text") -iface.launch(server_name="0.0.0.0", server_port=7860) # Uruchom interfejs \ No newline at end of file +iface.launch(server_name="192.167.100.102", server_port=7860) # Uruchom interfejs \ No newline at end of file From 9228f77c94fa4d36db924265442d81e3164193c7 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 15:39:20 +0100 Subject: [PATCH 094/101] mod --- gemma-faiss.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma-faiss.py b/gemma-faiss.py index fecaab4..0be1598 100644 --- a/gemma-faiss.py +++ b/gemma-faiss.py @@ -62,4 +62,4 @@ def generate_response(query): # 8️⃣ Interfejs Gradio (Open-WebUI) iface = gr.Interface(fn=generate_response, inputs="text", outputs="text") -iface.launch(server_name="192.167.100.102", server_port=7860) # Uruchom interfejs \ No newline at end of file +iface.launch(share=True) # Uruchom interfejs \ No newline at end of file From c1ba5ae5bed139c4db2f5a9db1dca486cf474920 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 15:41:53 +0100 Subject: [PATCH 095/101] mod --- gemma-faiss.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma-faiss.py b/gemma-faiss.py index 0be1598..6b61d53 100644 --- a/gemma-faiss.py +++ b/gemma-faiss.py @@ -40,7 +40,7 @@ index = faiss.IndexFlatL2(dim) index.add(np.array(embeddings, dtype=np.float32)) # 5️⃣ Wczytanie modelu Ollama (Gemma 2) -model_name = "./trained_model/gemma/Gemma-F16-LoRA.gguf" # Ścieżka do modelu w systemie +model_name = "hse.ably.do:latest" # Ścieżka do modelu w systemie tokenizer = AutoTokenizer.from_pretrained("google/gemma-2-2b") # 6️⃣ Funkcja wyszukiwania w FAISS From 51b505b6c1bec1eb1c55153702824210c531395e Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 15:56:21 +0100 Subject: [PATCH 096/101] mod --- gemma-faiss.py | 108 ++++++++++++++++++++++++++++--------------------- 1 file changed, 63 insertions(+), 45 deletions(-) diff --git a/gemma-faiss.py b/gemma-faiss.py index 6b61d53..8d7bba3 100644 --- a/gemma-faiss.py +++ b/gemma-faiss.py @@ -1,20 +1,23 @@ import os os.environ["TOKENIZERS_PARALLELISM"] = "false" -import numpy as np import faiss -import gradio as gr -import torch -from sentence_transformers import SentenceTransformer -from transformers import AutoTokenizer, AutoModelForCausalLM +import numpy as np import ollama +import gradio as gr +import os +import argparse +from sentence_transformers import SentenceTransformer -# 1️⃣ Inicjalizacja modelu do embeddingów -embed_model = SentenceTransformer("all-MiniLM-L6-v2") +# === KONFIGURACJA === +model_name = "gemma:2b" # Nazwa modelu Ollama +faiss_index_path = "faiss_index.idx" # Plik indeksu FAISS +kodeks_file = "kodeks_pracy.txt" # Plik z treścią kodeksu pracy +embedding_model = SentenceTransformer("all-MiniLM-L6-v2") # Model do embedowania tekstu -# 2️⃣ Dodanie dokumentów i embeddingów -def read_documents_from_file(file_path): - with open(file_path, 'r', encoding='utf-8') as file: +# === KROK 1: WCZYTYWANIE KODEKSU PRACY === +def load_kodeks(filepath): + with open(filepath, 'r', encoding='utf-8') as file: content = file.read() articles = content.split('\n\n') documents = [] @@ -22,44 +25,59 @@ def read_documents_from_file(file_path): if article.strip().startswith('Art.'): documents.append(article.strip()) return documents -#documents = [ -# "Jak założyć firmę w Polsce?", -# "Jak rozliczyć podatek VAT?", -# "Procedura składania reklamacji w e-sklepie.", -# "Jakie dokumenty są potrzebne do rejestracji działalności?" -#] -file_path = './docs/kodekspracy.txt' # Zmień na właściwą ścieżkę -documents = read_documents_from_file(file_path) -# 3️⃣ Wygenerowanie embeddingów -embeddings = embed_model.encode(documents) +# === KROK 2: TWORZENIE INDEKSU FAISS === +def create_faiss_index(sections): + embeddings = embedding_model.encode(sections, convert_to_numpy=True) # Tworzenie wektorów + index = faiss.IndexFlatL2(embeddings.shape[1]) # Indeks FAISS + index.add(embeddings) # Dodanie wektorów do FAISS + faiss.write_index(index, faiss_index_path) # Zapis indeksu + return index, sections -# 4️⃣ Inicjalizacja FAISS -dim = embeddings.shape[1] # Wymiar embeddingu -index = faiss.IndexFlatL2(dim) -index.add(np.array(embeddings, dtype=np.float32)) +# === KROK 3: WYSZUKIWANIE NAJBLIŻSZEGO FRAGMENTU === +def search_faiss(query, index, sections): + query_vector = embedding_model.encode([query], convert_to_numpy=True) # Wektor zapytania + _, idx = index.search(query_vector, 1) # Szukamy 1 najbliższego sąsiada + return sections[idx[0][0]] # Zwracamy najbardziej pasujący fragment kodeksu -# 5️⃣ Wczytanie modelu Ollama (Gemma 2) -model_name = "hse.ably.do:latest" # Ścieżka do modelu w systemie -tokenizer = AutoTokenizer.from_pretrained("google/gemma-2-2b") +# === KROK 4: GENEROWANIE ODPOWIEDZI Z OLLAMA === +def generate_response(user_query): + if not os.path.exists(faiss_index_path): + return "Błąd: Indeks FAISS nie istnieje. Uruchom aplikację z opcją --rebuild-index, aby go wygenerować." -# 6️⃣ Funkcja wyszukiwania w FAISS -def search(query, k=5): - query_embedding = embed_model.encode([query]) # Przekształć zapytanie w embedding - _, indices = index.search(np.array(query_embedding, dtype=np.float32), k) # Szukaj w indeksie FAISS - return indices # Zwróć indeksy najbardziej podobnych dokumentów + try: + index = faiss.read_index(faiss_index_path) # Wczytanie indeksu FAISS + except Exception as e: + return f"Błąd: Nie można załadować indeksu FAISS. Spróbuj odbudować go za pomocą --rebuild-index. Szczegóły: {str(e)}" -# 7️⃣ Funkcja generowania odpowiedzi z Ollama -def generate_response(query): - indices = search(query) # Znajdź najbardziej podobne dokumenty - relevant_documents = [documents[i] for i in indices[0]] # Pobierz dokumenty na podstawie wyników wyszukiwania + sections = load_kodeks(kodeks_file) # Wczytanie kodeksu + best_match = search_faiss(user_query, index, sections) # Znalezienie najbliższego fragmentu + + # Kontekst dla Ollama + prompt = f"Odpowiedz na pytanie na podstawie następującego tekstu:\n\n{best_match}\n\nPytanie: {user_query}" + + response = ollama.chat(model=model_name, messages=[{"role": "user", "content": prompt}]) + return response.get("message", "Błąd: Nie udało się wygenerować odpowiedzi.") + +# === KROK 5: URUCHOMIENIE INTERFEJSU WEBOWEGO === +iface = gr.Interface( + fn=generate_response, + inputs=gr.Textbox(label="Zadaj pytanie o kodeks pracy"), + outputs=gr.Textbox(label="Odpowiedź"), + title="Asystent Kodeksu Pracy", + description="Wpisz pytanie, a system zwróci odpowiedni fragment kodeksu pracy." +) + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument("--rebuild-index", action="store_true", help="Wymuś odbudowanie indeksu FAISS") + args = parser.parse_args() + + if args.rebuild_index or not os.path.exists(faiss_index_path): + print("Tworzenie nowego indeksu FAISS...") + sections = load_kodeks(kodeks_file) + create_faiss_index(sections) + else: + print("Indeks FAISS już istnieje.") - prompt = " ".join(relevant_documents) + " " + query # Przygotuj prompt - response = ollama.chat(model=model_name, messages=[{"role": "user", "content": prompt}]) # Generowanie odpowiedzi przez Ollama - - return response["text"] - -# 8️⃣ Interfejs Gradio (Open-WebUI) -iface = gr.Interface(fn=generate_response, inputs="text", outputs="text") - -iface.launch(share=True) # Uruchom interfejs \ No newline at end of file + iface.launch(share=True) \ No newline at end of file From 520c5c631a6ace82371551ba9e6be01ad7a7d622 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 15:57:02 +0100 Subject: [PATCH 097/101] mod --- gemma-faiss.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma-faiss.py b/gemma-faiss.py index 8d7bba3..57aee65 100644 --- a/gemma-faiss.py +++ b/gemma-faiss.py @@ -12,7 +12,7 @@ from sentence_transformers import SentenceTransformer # === KONFIGURACJA === model_name = "gemma:2b" # Nazwa modelu Ollama faiss_index_path = "faiss_index.idx" # Plik indeksu FAISS -kodeks_file = "kodeks_pracy.txt" # Plik z treścią kodeksu pracy +kodeks_file = "./docs/kodekspracy.txt" # Plik z treścią kodeksu pracy embedding_model = SentenceTransformer("all-MiniLM-L6-v2") # Model do embedowania tekstu # === KROK 1: WCZYTYWANIE KODEKSU PRACY === From 411b51695510e3f3391b0b15dbd9d1856dc06c64 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 15:58:07 +0100 Subject: [PATCH 098/101] mod --- gemma-faiss.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gemma-faiss.py b/gemma-faiss.py index 57aee65..bb41f58 100644 --- a/gemma-faiss.py +++ b/gemma-faiss.py @@ -10,7 +10,7 @@ import argparse from sentence_transformers import SentenceTransformer # === KONFIGURACJA === -model_name = "gemma:2b" # Nazwa modelu Ollama +model_name = "hse.ably.do:latest" # Nazwa modelu Ollama faiss_index_path = "faiss_index.idx" # Plik indeksu FAISS kodeks_file = "./docs/kodekspracy.txt" # Plik z treścią kodeksu pracy embedding_model = SentenceTransformer("all-MiniLM-L6-v2") # Model do embedowania tekstu From 78cfc42316f18fb91b6cf2923f28aef7510b287e Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 16:04:44 +0100 Subject: [PATCH 099/101] mod --- gemma-faiss.py | 37 ++++++++++++++++--------------------- 1 file changed, 16 insertions(+), 21 deletions(-) diff --git a/gemma-faiss.py b/gemma-faiss.py index bb41f58..ee2d5b0 100644 --- a/gemma-faiss.py +++ b/gemma-faiss.py @@ -12,19 +12,15 @@ from sentence_transformers import SentenceTransformer # === KONFIGURACJA === model_name = "hse.ably.do:latest" # Nazwa modelu Ollama faiss_index_path = "faiss_index.idx" # Plik indeksu FAISS -kodeks_file = "./docs/kodekspracy.txt" # Plik z treścią kodeksu pracy +kodeks_file = "/home/ably.do/docs/kodekspracy.txt" # Plik z treścią kodeksu pracy embedding_model = SentenceTransformer("all-MiniLM-L6-v2") # Model do embedowania tekstu # === KROK 1: WCZYTYWANIE KODEKSU PRACY === def load_kodeks(filepath): - with open(filepath, 'r', encoding='utf-8') as file: + with open(filepath, "r", encoding="utf-8") as file: content = file.read() - articles = content.split('\n\n') - documents = [] - for article in articles: - if article.strip().startswith('Art.'): - documents.append(article.strip()) - return documents + articles = content.split("\n\n") # Dzielimy na sekcje + return [article.strip() for article in articles if article.strip().startswith("Art.")] # === KROK 2: TWORZENIE INDEKSU FAISS === def create_faiss_index(sections): @@ -36,30 +32,29 @@ def create_faiss_index(sections): # === KROK 3: WYSZUKIWANIE NAJBLIŻSZEGO FRAGMENTU === def search_faiss(query, index, sections): - query_vector = embedding_model.encode([query], convert_to_numpy=True) # Wektor zapytania - _, idx = index.search(query_vector, 1) # Szukamy 1 najbliższego sąsiada - return sections[idx[0][0]] # Zwracamy najbardziej pasujący fragment kodeksu + query_vector = embedding_model.encode([query], convert_to_numpy=True) + _, idx = index.search(query_vector, 1) + return sections[idx[0][0]] if idx[0][0] < len(sections) else "Nie znaleziono pasującego artykułu." # === KROK 4: GENEROWANIE ODPOWIEDZI Z OLLAMA === def generate_response(user_query): if not os.path.exists(faiss_index_path): - return "Błąd: Indeks FAISS nie istnieje. Uruchom aplikację z opcją --rebuild-index, aby go wygenerować." + return "Błąd: Indeks FAISS nie istnieje. Uruchom aplikację z opcją --rebuild-index." try: - index = faiss.read_index(faiss_index_path) # Wczytanie indeksu FAISS + index = faiss.read_index(faiss_index_path) except Exception as e: - return f"Błąd: Nie można załadować indeksu FAISS. Spróbuj odbudować go za pomocą --rebuild-index. Szczegóły: {str(e)}" + return f"Błąd ładowania FAISS: {str(e)}" - sections = load_kodeks(kodeks_file) # Wczytanie kodeksu - best_match = search_faiss(user_query, index, sections) # Znalezienie najbliższego fragmentu + sections = load_kodeks(kodeks_file) + best_match = search_faiss(user_query, index, sections) - # Kontekst dla Ollama prompt = f"Odpowiedz na pytanie na podstawie następującego tekstu:\n\n{best_match}\n\nPytanie: {user_query}" - response = ollama.chat(model=model_name, messages=[{"role": "user", "content": prompt}]) - return response.get("message", "Błąd: Nie udało się wygenerować odpowiedzi.") -# === KROK 5: URUCHOMIENIE INTERFEJSU WEBOWEGO === + return response.get("message", response.get("content", "Błąd: Nie udało się wygenerować odpowiedzi.")) + +# === KROK 5: INTERFEJS WEBOWY === iface = gr.Interface( fn=generate_response, inputs=gr.Textbox(label="Zadaj pytanie o kodeks pracy"), @@ -70,7 +65,7 @@ iface = gr.Interface( if __name__ == "__main__": parser = argparse.ArgumentParser() - parser.add_argument("--rebuild-index", action="store_true", help="Wymuś odbudowanie indeksu FAISS") + parser.add_argument("--rebuild-index", action="store_true", help="Odbudowanie indeksu FAISS") args = parser.parse_args() if args.rebuild_index or not os.path.exists(faiss_index_path): From 4719f1022cc6a14c940951f884cf2fd188bfa3e8 Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 16:08:36 +0100 Subject: [PATCH 100/101] mod --- gemma-faiss.py | 15 ++++++++++++++- 1 file changed, 14 insertions(+), 1 deletion(-) diff --git a/gemma-faiss.py b/gemma-faiss.py index ee2d5b0..e2ed0f1 100644 --- a/gemma-faiss.py +++ b/gemma-faiss.py @@ -49,9 +49,22 @@ def generate_response(user_query): sections = load_kodeks(kodeks_file) best_match = search_faiss(user_query, index, sections) - prompt = f"Odpowiedz na pytanie na podstawie następującego tekstu:\n\n{best_match}\n\nPytanie: {user_query}" + # 👀 DEBUG: Sprawdź, co zwraca FAISS + print(f"🔍 Najlepsze dopasowanie FAISS dla '{user_query}':\n{best_match}") + + prompt = f""" + Odpowiedz na pytanie na podstawie następującego tekstu: + + {best_match} + + Pytanie: {user_query} + Podaj dokładny tekst artykułu, jeśli go znajdziesz w treści powyżej. + """ + response = ollama.chat(model=model_name, messages=[{"role": "user", "content": prompt}]) + print(f"📝 Odpowiedź modelu:\n{response}") # 👀 DEBUG: Sprawdź odpowiedź Ollama + return response.get("message", response.get("content", "Błąd: Nie udało się wygenerować odpowiedzi.")) # === KROK 5: INTERFEJS WEBOWY === From 1fada52aa3b3aeed2e2de79a02e287cbdd3257ae Mon Sep 17 00:00:00 2001 From: "l.gabrysiak" Date: Wed, 26 Feb 2025 16:10:38 +0100 Subject: [PATCH 101/101] mod --- gemma-faiss.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/gemma-faiss.py b/gemma-faiss.py index e2ed0f1..4c46cad 100644 --- a/gemma-faiss.py +++ b/gemma-faiss.py @@ -31,10 +31,12 @@ def create_faiss_index(sections): return index, sections # === KROK 3: WYSZUKIWANIE NAJBLIŻSZEGO FRAGMENTU === -def search_faiss(query, index, sections): +def search_faiss(query, index, sections, top_k=3): query_vector = embedding_model.encode([query], convert_to_numpy=True) - _, idx = index.search(query_vector, 1) - return sections[idx[0][0]] if idx[0][0] < len(sections) else "Nie znaleziono pasującego artykułu." + _, idx = index.search(query_vector, top_k) # Szukamy więcej wyników + + results = [sections[i] for i in idx[0] if i < len(sections)] + return "\n\n".join(results) # Połącz kilka najlepszych fragmentów # === KROK 4: GENEROWANIE ODPOWIEDZI Z OLLAMA === def generate_response(user_query):

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