From 0e50eb8c395ac31375a9832a62513aca135c2bf0 Mon Sep 17 00:00:00 2001
From: truskovskiyk <truskovskiyk@gmail.com>
Date: Sat, 13 Apr 2024 21:22:06 -0400
Subject: [PATCH] =?UTF-8?q?How=20to=20Fine-Tune=20LLMs=20in=202024=20with?=
 =?UTF-8?q?=20Hugging=20Face=E2=80=9D,=20but=20with=20Dagster,=20Modal=20a?=
 =?UTF-8?q?nd=20Llama3=20code?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .dockerignore                                |   1 +
 .github/workflows/ci.yaml                    |  45 +++
 Dockerfile                                   |  16 ++
 Makefile                                     |  11 +
 README.md                                    |  31 +-
 docs/data.png                                | Bin 0 -> 66254 bytes
 docs/final.png                               | Bin 0 -> 123526 bytes
 docs/model.png                               | Bin 0 -> 44857 bytes
 docs/training-data.png                       | Bin 0 -> 205692 bytes
 pyproject.toml                               |   8 +
 requirements.txt                             |  14 +
 taskfile.yml                                 |  10 +
 text2sql_training/__init__.py                |   0
 text2sql_training/llm_stf.py                 | 285 +++++++++++++++++++
 text2sql_training/modal_training_function.py |  26 ++
 15 files changed, 446 insertions(+), 1 deletion(-)
 create mode 100644 .dockerignore
 create mode 100644 .github/workflows/ci.yaml
 create mode 100644 Dockerfile
 create mode 100644 Makefile
 create mode 100644 docs/data.png
 create mode 100644 docs/final.png
 create mode 100644 docs/model.png
 create mode 100644 docs/training-data.png
 create mode 100644 pyproject.toml
 create mode 100644 requirements.txt
 create mode 100644 taskfile.yml
 create mode 100644 text2sql_training/__init__.py
 create mode 100644 text2sql_training/llm_stf.py
 create mode 100644 text2sql_training/modal_training_function.py

diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..0da3bce
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1 @@
+duckdb-text2sql-codellama
diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
new file mode 100644
index 0000000..864ba48
--- /dev/null
+++ b/.github/workflows/ci.yaml
@@ -0,0 +1,45 @@
+name: Publish Docker image
+
+on:
+  push:
+    branches:
+      - main
+      - migrate-to-github-registry-for-docker-images
+
+jobs:
+  container:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      packages: write
+    steps:
+
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Log in to the Container registry
+        uses: docker/login-action@65b78e6e13532edd9afa3aa52ac7964289d1a9c1
+        with:
+          registry: ghcr.io
+          username: ${{ github.actor }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+    
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@9ec57ed1fcdbf14dcef7dfbe97b2010124a938b7
+        with:
+          images: ghcr.io/kyryl-opens-ml/fine-tune-llm-in-2024
+
+      # See explanation: https://github.com/orgs/community/discussions/25678 
+      - name: Clean disk
+        run: |
+          rm -rf /opt/hostedtoolcache
+
+      - name: Build and push Docker image
+        uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
+        with:
+          context: .
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
+
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..c48d982
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,16 @@
+FROM huggingface/transformers-pytorch-gpu:4.35.2
+
+WORKDIR /app
+
+COPY requirements.txt requirements.txt
+RUN pip3 install --no-cache-dir -r requirements.txt
+RUN MAX_JOBS=4 pip3 install flash-attn==2.5.7 --no-build-isolation
+
+ENV DAGSTER_HOME /app/dagster_data
+RUN mkdir -p $DAGSTER_HOME
+
+ENV PYTHONPATH /app
+RUN ln -s /usr/bin/python3 /usr/bin/python
+
+COPY text2sql_training text2sql_training 
+CMD dagster dev -f text2sql_training/llm_stf.py -p 3000 -h 0.0.0.0
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..a2a8c63
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,11 @@
+style_check:
+	ruff check text2sql_training/
+
+style_fix:
+	ruff format text2sql_training/
+
+docker_build:
+	docker build -t fine-tune-llm-in-2024:latest -f Dockerfile .
+
+docker_run:
+	docker run -it --gpus all --ipc=host --net=host -v $PWD:/app fine-tune-llm-in-2024:latest /bin/bash
\ No newline at end of file
diff --git a/README.md b/README.md
index 34a0540..6818ff7 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,30 @@
-# fine-tune-llms-in-2024-with-trl
\ No newline at end of file
+# fine-tune-llms-in-2024-with-trl
+
+Full code for [“How to Fine-Tune LLMs in 2024 with Hugging Face”, but with Dagster, Modal and Llama3!](https://kyrylai.com/2024/04/21/how-to-fine-tune-llms-in-2024-with-hugging-face-but-with-dagster-and-modal/) blog post.
+
+
+## TLRD: Traing LLama3 with Dagster and ModalLab
+
+
+![alt text](./docs/final.png)
+
+
+
+## Docker setup
+
+```
+make docker_build
+make docker_run
+```
+
+## Access to have: 
+
+Make sure you have .env file with next variables: 
+
+```
+HF_TOKEN=hf_
+HF_TOKEN_WRITE=hf_
+MODAL_TOKEN_ID=ak-
+MODAL_TOKEN_SECRET=as-
+```
+
diff --git a/docs/data.png b/docs/data.png
new file mode 100644
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diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..4044eef
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,8 @@
+[tool.ruff]
+line-length = 120
+
+[tool.ruff.lint]
+# Add the `line-too-long` rule to the enforced rule set. By default, Ruff omits rules that
+# overlap with the use of a formatter, like Black, but we can override this behavior by
+# explicitly adding the rule.
+extend-select = ["E501"]
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..3b94a6b
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,14 @@
+torch==2.1.0
+transformers==4.38.2
+datasets==2.16.1
+accelerate==0.26.1
+evaluate==0.4.1
+bitsandbytes==0.42.0
+trl==0.7.11
+peft==0.8.2
+dagster==1.7.1
+dagster-webserver==1.7.1
+ipython==8.12.3
+modal==0.62.97
+packaging==23.2
+ninja==1.11.1.1
\ No newline at end of file
diff --git a/taskfile.yml b/taskfile.yml
new file mode 100644
index 0000000..b304610
--- /dev/null
+++ b/taskfile.yml
@@ -0,0 +1,10 @@
+version: '3'
+
+tasks:
+  ssh_dev:
+    cmds:
+      - ssh ubuntu@34.228.41.215
+
+  upload_dev:
+    cmds:
+      - rsync -ave ssh /Users/kyryltruskovskyi/Projects/Personal/fine-tune-llms-in-2024-with-trl/ ubuntu@34.228.41.215:~/fine-tune-llms-in-2024-with-trl
\ No newline at end of file
diff --git a/text2sql_training/__init__.py b/text2sql_training/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/text2sql_training/llm_stf.py b/text2sql_training/llm_stf.py
new file mode 100644
index 0000000..09bf800
--- /dev/null
+++ b/text2sql_training/llm_stf.py
@@ -0,0 +1,285 @@
+from dagster import Config, asset, MetadataValue, AssetExecutionContext
+from datasets import load_dataset
+from transformers import (
+    AutoTokenizer,
+    AutoModelForCausalLM,
+    pipeline,
+    TrainingArguments,
+)
+import os
+import evaluate
+from peft import AutoPeftModelForCausalLM
+import torch
+from pathlib import Path
+from datasets import load_dataset
+import torch
+from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig
+from trl import setup_chat_format
+from peft import LoraConfig
+from transformers import TrainingArguments
+from trl import SFTTrainer
+import torch
+from transformers import AutoTokenizer, pipeline
+from datasets import load_dataset
+from random import randint
+from huggingface_hub import hf_hub_download
+from collections import defaultdict
+from tqdm import tqdm
+import modal
+
+HF_TOKEN_WRITE = os.getenv("HF_TOKEN_WRITE")
+
+
+class DataConfig(Config):
+    dataset_name: str = "b-mc2/sql-create-context"
+    train_data_path: str = "train_dataset-sql.json"
+    test_data_path: str = "test_dataset-sql.json"
+    test_size: float = 0.1
+    sample_training: int = 5000
+
+
+class ModelTrainingConfig(Config):
+    pretrained_model_id: str = "meta-llama/Meta-Llama-3-8B-Instruct"
+    peft_model_id: str = "text2sql-llama-3-8B"
+    # mode: str = "modal-labs"  # or local
+
+
+def create_conversation(sample):
+    # Convert dataset to OAI messages
+    system_message = """You are an text to SQL query translator. Users will ask you questions in English and you will generate a SQL query based on the provided SCHEMA.
+    SCHEMA:
+    {schema}"""
+
+    return {
+        "messages": [
+            {
+                "role": "system",
+                "content": system_message.format(schema=sample["context"]),
+            },
+            {"role": "user", "content": sample["question"]},
+            {"role": "assistant", "content": sample["answer"]},
+        ]
+    }
+
+
+@asset(group_name="data", compute_kind="python")
+def create_text_to_sql_dataset(config: DataConfig):
+    if Path(config.train_data_path).exists() and Path(config.test_data_path).exists():
+        return {
+            "train_path": config.train_data_path,
+            "test_path": config.test_data_path,
+        }
+    else:
+        dataset = load_dataset(config.dataset_name, split="train")
+        dataset = dataset.map(create_conversation, remove_columns=dataset.features, batched=False)
+        dataset = dataset.train_test_split(test_size=config.test_size)
+
+        dataset["train"] = dataset["train"].shuffle().select(range(config.sample_training))
+        # Save datasets to disk
+        dataset["train"].to_json(config.train_data_path, orient="records")
+        dataset["test"].to_json(config.test_data_path, orient="records")
+
+        return {
+            "train_path": config.train_data_path,
+            "test_path": config.test_data_path,
+        }
+
+
+@asset(group_name="data", compute_kind="python")
+def train_data(context: AssetExecutionContext, create_text_to_sql_dataset):
+    dataset = load_dataset("json", data_files=create_text_to_sql_dataset["train_path"], split="train")
+
+    context.add_output_metadata(
+        {
+            "len": MetadataValue.int(len(dataset)),
+            "sample": MetadataValue.json(dataset[randint(0, len(dataset))]),
+        }
+    )
+
+    return dataset
+
+
+@asset(group_name="data", compute_kind="python")
+def test_data(context: AssetExecutionContext, create_text_to_sql_dataset):
+    dataset = load_dataset("json", data_files=create_text_to_sql_dataset["test_path"], split="train")
+
+    context.add_output_metadata(
+        {
+            "len": MetadataValue.int(len(dataset)),
+            "sample": MetadataValue.json(dataset[randint(0, len(dataset))]),
+        }
+    )
+
+    return dataset
+
+
+def run_training(pretrained_model_id: str, peft_model_id: str, train_data) -> str:
+    bnb_config = BitsAndBytesConfig(
+        load_in_4bit=True,
+        bnb_4bit_use_double_quant=True,
+        bnb_4bit_quant_type="nf4",
+        bnb_4bit_compute_dtype=torch.bfloat16,
+    )
+
+    model = AutoModelForCausalLM.from_pretrained(
+        pretrained_model_id,
+        device_map="auto",
+        attn_implementation="flash_attention_2",
+        torch_dtype=torch.bfloat16,
+        quantization_config=bnb_config,
+    )
+
+    tokenizer = AutoTokenizer.from_pretrained(pretrained_model_id)
+    tokenizer.padding_side = "right"
+
+    # # set chat template to OAI chatML, remove if you start from a fine-tuned model
+    model, tokenizer = setup_chat_format(model, tokenizer)
+
+    # # LoRA config based on QLoRA paper & Sebastian Raschka experiment, but for speedup, we are going to use a more lightweight version of LoRA.
+    # peft_config = LoraConfig(
+    #     lora_alpha=128,
+    #     lora_dropout=0.05,
+    #     r=256,
+    #     bias="none",
+    #     target_modules="all-linear",
+    #     task_type="CAUSAL_LM",
+    # )
+
+    # We are going to train only q and v layer to speedup.
+    peft_config = LoraConfig(
+        lora_alpha=16,
+        lora_dropout=0.05,
+        r=64,
+        bias="none",
+        target_modules=["q_proj", "v_proj"],
+        task_type="CAUSAL_LM",
+    )
+
+    args = TrainingArguments(
+        output_dir=peft_model_id,  # directory to save and repository id
+        num_train_epochs=1,  # number of training epochs
+        per_device_train_batch_size=2,  # batch size per device during training
+        gradient_accumulation_steps=2,  # number of steps before performing a backward/update pass
+        gradient_checkpointing=True,  # use gradient checkpointing to save memory
+        optim="adamw_torch_fused",  # use fused adamw optimizer
+        logging_steps=100,  # log every 10 steps
+        save_steps=100,  # log every 10 steps
+        learning_rate=2e-4,  # learning rate, based on QLoRA paper
+        bf16=True,  # use bfloat16 precision
+        tf32=True,  # use tf32 precision
+        max_grad_norm=0.3,  # max gradient norm based on QLoRA paper
+        warmup_ratio=0.03,  # warmup ratio based on QLoRA paper
+        lr_scheduler_type="constant",  # use constant learning rate scheduler
+        push_to_hub=True,  # push model to hub
+        report_to="none",  # report metrics to tensorboard
+        hub_token=HF_TOKEN_WRITE,
+    )
+
+    max_seq_length = 3072  # max sequence length for model and packing of the dataset
+
+    trainer = SFTTrainer(
+        model=model,
+        args=args,
+        train_dataset=train_data,
+        peft_config=peft_config,
+        max_seq_length=max_seq_length,
+        tokenizer=tokenizer,
+        packing=True,
+        dataset_kwargs={
+            "add_special_tokens": False,  # We template with special tokens
+            "append_concat_token": False,  # No need to add additional separator token
+        },
+    )
+    trainer.model.print_trainable_parameters()
+
+    train_result = trainer.train()
+    train_metrics = train_result.metrics
+    trainer.log_metrics("train", train_metrics)
+    trainer.save_metrics("train", train_metrics)
+    trainer.save_model()
+
+    kwargs = {
+        "finetuned_from": pretrained_model_id,
+        "tasks": "text2sql",
+        "language": "en",
+    }
+    trainer.create_model_card(**kwargs)
+
+    hub_model_id = trainer.hub_model_id
+    del trainer
+    del model
+    torch.cuda.empty_cache()
+
+    return hub_model_id
+
+
+@asset(group_name="model", compute_kind="modal-lab")
+def trained_model(context: AssetExecutionContext, config: ModelTrainingConfig, train_data):
+    run_training_modal_function = modal.Function.lookup("fine-tune-llms-in-2024-with-trl", "run_training_modal")
+    hub_model_id = run_training_modal_function.remote(
+        train_data_pandas=train_data.to_pandas(),
+        pretrained_model_id=config.pretrained_model_id,
+        peft_model_id=config.peft_model_id,
+    )
+    context.add_output_metadata({"model_url": MetadataValue.url(f"https://huggingface.co/{hub_model_id}")})
+    return hub_model_id
+
+
+@asset(group_name="model", compute_kind="python")
+def model_card(context: AssetExecutionContext, trained_model):
+    model_card_path = hf_hub_download(repo_id=trained_model, filename="README.md")
+    with open(model_card_path, "r") as f:
+        content = f.read()
+
+    context.add_output_metadata({"content": MetadataValue.md(content)})
+    return content
+
+
+@asset(group_name="model", compute_kind="python")
+def test_results(context: AssetExecutionContext, test_data, trained_model, config: ModelTrainingConfig):
+    tokenizer = AutoTokenizer.from_pretrained(trained_model)
+    model = AutoPeftModelForCausalLM.from_pretrained(trained_model, device_map="auto", torch_dtype=torch.float16)
+
+    merged_model = model.merge_and_unload()
+    pipe = pipeline("text-generation", model=merged_model, tokenizer=tokenizer, torch_dtype=torch.float16)
+
+    terminators = [pipe.tokenizer.eos_token_id, pipe.tokenizer.convert_tokens_to_ids("<|eot_id|>")]
+
+    results = defaultdict(list)
+    number_of_eval_samples = 10
+    for s in tqdm(test_data.select(range(number_of_eval_samples))):
+        query = s["messages"][1]["content"]
+        prompt = pipe.tokenizer.apply_chat_template(s["messages"][:2], tokenize=False, add_generation_prompt=True)
+        outputs = pipe(
+            prompt,
+            max_new_tokens=256,
+            do_sample=False,
+            temperature=0.1,
+            top_k=50,
+            top_p=0.1,
+            eos_token_id=terminators,
+            pad_token_id=pipe.tokenizer.pad_token_id,
+        )
+        original_sql = s["messages"][2]["content"].lower()
+        generated_sql = outputs[0]["generated_text"][len(prompt) :].strip().lower()
+
+        results["query"].append(query)
+        results["original_sql"].append(original_sql)
+        results["generated_sql"].append(generated_sql)
+        results["hard_match"].append(original_sql == generated_sql)
+
+    rouge = evaluate.load("rouge")
+    rouge_metrics = rouge.compute(predictions=results["generated_sql"], references=results["original_sql"])
+    inference_samples = [
+        {"original_sql": original_sql, "generated_sql": generated_sql, "hard_match": hard_match}
+        for (original_sql, generated_sql, hard_match) in zip(
+            results["original_sql"], results["generated_sql"], results["hard_match"]
+        )
+    ]
+
+    context.add_output_metadata(
+        {
+            "inference_samples": MetadataValue.json(inference_samples),
+            "rouge_metrics": MetadataValue.json({x: float(rouge_metrics[x]) for x in rouge_metrics}),
+        }
+    )
diff --git a/text2sql_training/modal_training_function.py b/text2sql_training/modal_training_function.py
new file mode 100644
index 0000000..0e5228c
--- /dev/null
+++ b/text2sql_training/modal_training_function.py
@@ -0,0 +1,26 @@
+import modal
+from modal import Image
+import pandas as pd
+import os
+
+app = modal.App("fine-tune-llms-in-2024-with-trl")
+env = {"HF_TOKEN": os.getenv("HF_TOKEN"), "HF_TOKEN_WRITE": os.getenv("HF_TOKEN_WRITE")}
+custom_image = Image.from_registry("ghcr.io/kyryl-opens-ml/fine-tune-llm-in-2024:main").env(env)
+
+
+@app.function(
+    image=custom_image,
+    gpu="A100",
+    mounts=[modal.Mount.from_local_python_packages("text2sql_training", "text2sql_training")],
+    timeout=15 * 60,
+)
+def run_training_modal(train_data_pandas: pd.DataFrame, pretrained_model_id: str, peft_model_id: str):
+    from datasets import Dataset
+    from text2sql_training.llm_stf import run_training
+
+    model_url = run_training(
+        pretrained_model_id=pretrained_model_id,
+        peft_model_id=peft_model_id,
+        train_data=Dataset.from_pandas(train_data_pandas),
+    )
+    return model_url