diff --git "a/Chapter_10_Qwen_Omni_Training_Script.ipynb" "b/Chapter_10_Qwen_Omni_Training_Script.ipynb" new file mode 100644--- /dev/null +++ "b/Chapter_10_Qwen_Omni_Training_Script.ipynb" @@ -0,0 +1,25013 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "gYOll3X06Qu-" + }, + "source": [ + "# Chapter 10 - Qwen Omni Fine-Tuning Notebook\n", + "\n", + "We isolated the training of Qwen Omni in a single Notebook, the reason behind it is that it relies on particular versions of some libraries." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "CqEHaId26RD6", + "outputId": "e3a93067-0692-47c3-d25a-7eb2a50d8741" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: pip in /usr/local/lib/python3.12/dist-packages (24.1.2)\n", + "Collecting pip\n", + " Downloading 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transformers-4.57.1-py3-none-any.whl.metadata (43 kB)\n", + "Collecting datasets==3.6.0\n", + " Downloading datasets-3.6.0-py3-none-any.whl.metadata (19 kB)\n", + "Collecting peft==0.18.0\n", + " Downloading peft-0.18.0-py3-none-any.whl.metadata (14 kB)\n", + "Collecting trl==0.25.1\n", + " Downloading trl-0.25.1-py3-none-any.whl.metadata (11 kB)\n", + "Collecting accelerate==1.11.0\n", + " Downloading accelerate-1.11.0-py3-none-any.whl.metadata (19 kB)\n", + "Collecting qwen-omni-utils==0.0.8\n", + " Downloading qwen_omni_utils-0.0.8-py3-none-any.whl.metadata (9.3 kB)\n", + "Collecting librosa==0.10.2\n", + " Downloading librosa-0.10.2-py3-none-any.whl.metadata (8.6 kB)\n", + "Collecting soundfile==0.12.1\n", + " Downloading soundfile-0.12.1-py2.py3-none-manylinux_2_31_x86_64.whl.metadata (14 kB)\n", + "Collecting numpy==2.2.6\n", + " Downloading numpy-2.2.6-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (62 kB)\n", + "Requirement already satisfied: filelock in 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This behaviour is the source of the following dependency conflicts.\n", + "cuml-cu12 26.2.0 requires numba<0.62.0,>=0.60.0, but you have numba 0.64.0 which is incompatible.\n", + "tensorflow 2.19.0 requires numpy<2.2.0,>=1.26.0, but you have numpy 2.2.6 which is incompatible.\n", + "cudf-cu12 26.2.1 requires numba<0.62.0,>=0.60.0, but you have numba 0.64.0 which is incompatible.\u001b[0m\u001b[31m\n", + "\u001b[0mSuccessfully installed accelerate-1.11.0 av-16.1.0 datasets-3.6.0 huggingface-hub-0.36.2 librosa-0.10.2 llvmlite-0.46.0 numba-0.64.0 numpy-2.2.6 peft-0.18.0 qwen-omni-utils-0.0.8 soundfile-0.12.1 transformers-4.57.1 trl-0.25.1\n" + ] + }, + { + "output_type": "display_data", + "data": { + "application/vnd.colab-display-data+json": { + "pip_warning": { + "packages": [ + "numpy" + ] + }, + "id": "40a957cfd92a4dc9b828f26f8483111e" + } + }, + "metadata": {} + } + ], + "source": [ + "# We have to fix some versions of the libraries to make the training script work.\n", + "# Important: remember to restart your session after running this cell!\n", + "!pip install --upgrade pip\n", + "\n", + "!pip install \\\n", + " \"torch==2.6.0\" \\\n", + " \"torchvision==0.21.0\" \\\n", + " \"torchaudio==2.6.0\" \\\n", + " --index-url https://download.pytorch.org/whl/cu124\n", + "\n", + "!pip install \\\n", + " \"transformers==4.57.1\" \\\n", + " \"datasets==3.6.0\" \\\n", + " \"peft==0.18.0\" \\\n", + " \"trl==0.25.1\" \\\n", + " \"accelerate==1.11.0\" \\\n", + " \"qwen-omni-utils==0.0.8\" \\\n", + " \"librosa==0.10.2\" \\\n", + " \"soundfile==0.12.1\" \\\n", + " \"numpy==2.2.6\"" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WFqz8IU26JIH" + }, + "source": [ + "## Imports and configuration\n", + "\n", + "In the cell below we set some basic configuration such as the base model we are going to use and the dataset that we will use for training" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "fDk6PYdc6MqW" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import torch\n", + "from datasets import load_dataset\n", + "from peft import LoraConfig, get_peft_model\n", + "from transformers import AutoProcessor, Qwen2_5OmniThinkerForConditionalGeneration, Trainer, TrainingArguments\n", + "\n", + "# Configuration\n", + "MODEL_ID = \"Qwen/Qwen2.5-Omni-3B\"\n", + "DERIVED_DATASET_ID = \"orrzohar/EMID-Emotion-Matching\"\n", + "OUTPUT_DIR = \"./book_demo_output\"\n", + "MAX_EVAL_EXAMPLES = 200\n", + "SEED = 42\n", + "\n", + "SYSTEM_PROMPT = (\n", + " \"You are Qwen, a virtual human developed by the Qwen Team, Alibaba Group, capable of perceiving auditory and \"\n", + " \"visual inputs, as well as generating text and speech.\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bcBpBEOu6NG6" + }, + "source": [ + "## Helper functions\n", + "Below some functionalities to prepare audio samples and the collator function. Pay special attention to that one!" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "kcyX4y2k0o8I" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import torch\n", + "import torchaudio\n", + "\n", + "def _mixdown_to_mono(x):\n", + " if isinstance(x, torch.Tensor):\n", + " if x.ndim == 1:\n", + " return x\n", + " if x.ndim == 2:\n", + " # Usually [channels, time] for torchcodec/torchaudio\n", + " if x.shape[0] <= 8 and x.shape[1] > x.shape[0]:\n", + " return x.mean(dim=0)\n", + " return x.mean(dim=-1)\n", + " return x.reshape(-1)\n", + "\n", + " x = np.asarray(x, dtype=np.float32)\n", + " if x.ndim == 1:\n", + " return x\n", + " if x.ndim == 2:\n", + " if x.shape[0] <= 8 and x.shape[1] > x.shape[0]:\n", + " return x.mean(axis=0)\n", + " return x.mean(axis=-1)\n", + " return x.reshape(-1)\n", + "\n", + "def to_waveform(audio, processor) -> np.ndarray:\n", + " \"\"\"\n", + " Convert HF audio payloads / AudioDecoder / tensors / arrays into a mono\n", + " float32 waveform at the processor's expected sampling rate.\n", + " \"\"\"\n", + " target_sr = int(processor.feature_extractor.sampling_rate)\n", + " wave = None\n", + " sample_rate = None\n", + "\n", + " # HF-style decoded dict: {\"array\": ..., \"sampling_rate\": ...}\n", + " if isinstance(audio, dict):\n", + " if audio.get(\"array\") is not None:\n", + " wave = audio[\"array\"]\n", + " sample_rate = audio.get(\"sampling_rate\")\n", + " elif audio.get(\"path\"):\n", + " wave, sample_rate = torchaudio.load(audio[\"path\"])\n", + " else:\n", + " raise ValueError(f\"Unsupported audio dict keys: {list(audio.keys())}\")\n", + "\n", + " # TorchCodec / HF AudioDecoder object\n", + " elif hasattr(audio, \"get_all_samples\"):\n", + " audio_samples = audio.get_all_samples()\n", + " wave = audio_samples.data\n", + " sample_rate = getattr(audio_samples, \"sample_rate\", None)\n", + " if sample_rate is None and hasattr(audio, \"metadata\"):\n", + " sample_rate = getattr(audio.metadata, \"sample_rate\", None)\n", + "\n", + " # Some wrappers expose .array / .sampling_rate\n", + " elif hasattr(audio, \"array\"):\n", + " wave = audio.array\n", + " sample_rate = getattr(audio, \"sampling_rate\", None)\n", + "\n", + " # Some wrappers expose a .path\n", + " elif hasattr(audio, \"path\") and getattr(audio, \"path\"):\n", + " wave, sample_rate = torchaudio.load(audio.path)\n", + "\n", + " elif isinstance(audio, torch.Tensor):\n", + " wave = audio\n", + "\n", + " elif isinstance(audio, (np.ndarray, list, tuple)):\n", + " wave = audio\n", + "\n", + " else:\n", + " raise TypeError(f\"Unsupported audio type: {type(audio)}\")\n", + "\n", + " wave = _mixdown_to_mono(wave)\n", + "\n", + " if isinstance(wave, torch.Tensor):\n", + " wave = wave.detach().cpu().float()\n", + " if sample_rate is not None and int(sample_rate) != target_sr:\n", + " wave = torchaudio.functional.resample(\n", + " wave.unsqueeze(0), int(sample_rate), target_sr\n", + " ).squeeze(0)\n", + " return wave.numpy().astype(np.float32, copy=False)\n", + "\n", + " wave = np.asarray(wave, dtype=np.float32)\n", + " if sample_rate is not None and int(sample_rate) != target_sr:\n", + " wave_t = torch.from_numpy(wave).float().unsqueeze(0)\n", + " wave = torchaudio.functional.resample(\n", + " wave_t, int(sample_rate), target_sr\n", + " ).squeeze(0).numpy()\n", + " return wave.astype(np.float32, copy=False)\n", + "\n", + "def format_messages(question: str, same: bool, emotion: str, train: bool):\n", + " base = [\n", + " {\"role\": \"system\", \"content\": [{\"type\": \"text\", \"text\": SYSTEM_PROMPT}]},\n", + " {\"role\": \"user\", \"content\": [{\"type\": \"audio\"}, {\"type\": \"image\"}, {\"type\": \"text\", \"text\": question}]},\n", + " ]\n", + " if not train:\n", + " return base\n", + " target = f\"yes - {emotion}\" if same else \"no\"\n", + " return base + [{\"role\": \"assistant\", \"content\": [{\"type\": \"text\", \"text\": target}]}]\n", + "\n", + "def build_collator(processor):\n", + " tok = processor.tokenizer\n", + " pad_id = tok.pad_token_id\n", + " im_start = tok.convert_tokens_to_ids(\"<|im_start|>\")\n", + " im_end = tok.convert_tokens_to_ids(\"<|im_end|>\")\n", + "\n", + " def to_ids(role):\n", + " enc = tok(f\"{role}\\n\", add_special_tokens=False)\n", + " ids = enc.input_ids if hasattr(enc, \"input_ids\") else enc[\"input_ids\"]\n", + " return tuple(ids[0] if isinstance(ids[0], list) else ids)\n", + "\n", + " role_ids = {role: to_ids(role) for role in (\"system\", \"user\", \"assistant\")}\n", + "\n", + " def mask(ids):\n", + " labels = ids.clone()\n", + " role = None\n", + " i = 0\n", + " while i < labels.size(0):\n", + " token = ids[i].item()\n", + " if token == im_start:\n", + " labels[i] = -100\n", + " i += 1\n", + " for name, seq in role_ids.items():\n", + " if ids[i : i + len(seq)].tolist() == list(seq):\n", + " labels[i : i + len(seq)] = -100\n", + " role = name\n", + " i += len(seq)\n", + " break\n", + " continue\n", + " labels[i] = ids[i] if role == \"assistant\" else -100\n", + " if token == im_end:\n", + " role = None\n", + " i += 1\n", + " if pad_id is not None:\n", + " labels[ids == pad_id] = -100\n", + " return labels\n", + "\n", + " def collate(batch):\n", + " texts = [\n", + " processor.apply_chat_template(\n", + " format_messages(item[\"question\"], bool(item[\"same\"]), item[\"emotion\"], True),\n", + " tokenize=False,\n", + " add_generation_prompt=False,\n", + " )\n", + " for item in batch\n", + " ]\n", + " encoded = processor(\n", + " text=texts,\n", + " audio=[to_waveform(item[\"audio\"], processor) for item in batch],\n", + " images=[item[\"image\"] for item in batch],\n", + " padding=True,\n", + " return_tensors=\"pt\",\n", + " )\n", + " encoded[\"labels\"] = torch.stack([mask(ids) for ids in encoded[\"input_ids\"]])\n", + " return encoded\n", + "\n", + " return collate\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "LYGWUVUi6Z0I" + }, + "source": [ + "## Evaluation helpers\n", + "Below you can find some functions that we use to clean the output of the model and evaluate it against the particular dataset that we chose as example in this notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "9dl0JFKK6Z_t" + }, + "outputs": [], + "source": [ + "import re\n", + "\n", + "def normalize_emotion(s: str) -> str:\n", + " s = str(s).strip().lower()\n", + "\n", + " for marker in (\n", + " \"<|im_end|>\",\n", + " \"<|endoftext|>\",\n", + " \"human:\",\n", + " \"user:\",\n", + " \"assistant:\",\n", + " \"system:\",\n", + " ):\n", + " if marker in s:\n", + " s = s.split(marker, 1)[0]\n", + "\n", + " s = s.splitlines()[0].strip() if s else \"\"\n", + "\n", + " for stop in (\".\", \",\", \";\", \"!\", \"?\"):\n", + " if stop in s:\n", + " s = s.split(stop, 1)[0]\n", + "\n", + " s = s.strip(\" \\t\\r\\n-–—:_'\\\"`()[]{}\")\n", + " s = (\n", + " s.replace(\"-\", \"_\")\n", + " .replace(\"–\", \"_\")\n", + " .replace(\"—\", \"_\")\n", + " .replace(\"/\", \"_\")\n", + " .replace(\" \", \"_\")\n", + " )\n", + "\n", + " while \"__\" in s:\n", + " s = s.replace(\"__\", \"_\")\n", + "\n", + " return s.strip(\"_\")\n", + "\n", + "\n", + "def parse_completion(completion: str):\n", + " c = str(completion).strip().lower()\n", + "\n", + " for marker in (\n", + " \"<|im_end|>\",\n", + " \"<|endoftext|>\",\n", + " \"human:\",\n", + " \"user:\",\n", + " \"assistant:\",\n", + " \"system:\",\n", + " ):\n", + " if marker in c:\n", + " c = c.split(marker, 1)[0]\n", + "\n", + " c = c.strip()\n", + " first_line = c.splitlines()[0].strip() if c else \"\"\n", + "\n", + " if first_line.startswith(\"yes\"):\n", + " tail = first_line[len(\"yes\"):].lstrip(\" \\t-–—:,.\")\n", + " pred_emotion = normalize_emotion(tail) if tail else \"\"\n", + " return True, pred_emotion\n", + "\n", + " if first_line.startswith(\"no\"):\n", + " return False, \"\"\n", + "\n", + " return False, \"\"\n", + "\n", + "\n", + "def build_gen_kwargs(processor, max_new_tokens: int = 12):\n", + " tok = processor.tokenizer\n", + "\n", + " pad_token_id = tok.pad_token_id\n", + " if pad_token_id is None:\n", + " pad_token_id = tok.eos_token_id\n", + "\n", + " im_end_id = tok.convert_tokens_to_ids(\"<|im_end|>\")\n", + "\n", + " eos_ids = []\n", + " for tid in (tok.eos_token_id, im_end_id):\n", + " if isinstance(tid, int) and tid >= 0 and tid not in eos_ids:\n", + " eos_ids.append(tid)\n", + "\n", + " gen_kwargs = {\n", + " \"max_new_tokens\": max_new_tokens,\n", + " \"do_sample\": False,\n", + " \"pad_token_id\": pad_token_id,\n", + " }\n", + "\n", + " if len(eos_ids) == 1:\n", + " gen_kwargs[\"eos_token_id\"] = eos_ids[0]\n", + " elif len(eos_ids) > 1:\n", + " gen_kwargs[\"eos_token_id\"] = eos_ids\n", + "\n", + " return gen_kwargs\n", + "\n", + "\n", + "def evaluate(model, processor, records):\n", + " device = next(model.parameters()).device\n", + " gen_kwargs = build_gen_kwargs(processor, max_new_tokens=12)\n", + "\n", + " total = min(len(records), MAX_EVAL_EXAMPLES)\n", + " same_hits = 0\n", + " emotion_hits = 0\n", + " joint_hits = 0\n", + " positives = 0\n", + "\n", + " was_training = model.training\n", + " model.eval()\n", + "\n", + " try:\n", + " with torch.no_grad():\n", + " for idx in range(total):\n", + " sample = records[idx]\n", + " is_same = bool(sample[\"same\"])\n", + " actual_emotion = normalize_emotion(sample[\"emotion\"])\n", + "\n", + " if is_same:\n", + " positives += 1\n", + "\n", + " prompt = processor.apply_chat_template(\n", + " format_messages(\n", + " sample[\"question\"],\n", + " is_same,\n", + " sample[\"emotion\"],\n", + " train=False,\n", + " ),\n", + " tokenize=False,\n", + " add_generation_prompt=True,\n", + " )\n", + "\n", + " inputs = processor(\n", + " text=[prompt],\n", + " audio=[to_waveform(sample[\"audio\"], processor)],\n", + " images=[sample[\"image\"]],\n", + " return_tensors=\"pt\",\n", + " ).to(device)\n", + "\n", + " output = model.generate(**inputs, **gen_kwargs)\n", + "\n", + " completion = processor.batch_decode(\n", + " output[:, inputs[\"input_ids\"].shape[-1]:],\n", + " skip_special_tokens=False,\n", + " clean_up_tokenization_spaces=False,\n", + " )[0]\n", + "\n", + " pred_same, pred_emotion = parse_completion(completion)\n", + "\n", + " if pred_same == is_same:\n", + " same_hits += 1\n", + "\n", + " if not is_same:\n", + " joint_hits += 1\n", + " elif pred_emotion == actual_emotion:\n", + " emotion_hits += 1\n", + " joint_hits += 1\n", + " finally:\n", + " if was_training:\n", + " model.train()\n", + "\n", + " return (\n", + " same_hits / total if total else 0.0,\n", + " emotion_hits / positives if positives else 0.0,\n", + " joint_hits / total if total else 0.0,\n", + " )\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8t8Usnv66cA0" + }, + "source": [ + "## Prepare model and processor" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": 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StepTraining Loss
211.120700
412.752000
612.770500
89.409800
108.352200
127.326300
145.519600
164.076400
183.979900
203.921200
223.146400
242.703000
262.341300
282.402500
303.587200
323.418400
343.016600
364.271700
384.183500
402.487100
421.097400
441.437600
463.918300
483.086200
501.670800
521.581400
542.796000
562.437700
581.653400
602.771800
622.438400
643.086200
661.426800
681.242500
701.128600
720.873500
742.578600
761.075300
782.393000
801.035200
821.096900
841.065600
860.786100
881.359100
900.904300
922.244100
942.556300
961.950200
982.228000
1002.259800
1020.838400
1040.762100
1061.795600
1081.362700
1101.852800
1121.579700
1140.857700
1161.279900
1181.558000
1202.141400
1222.241900
1242.734300
1261.248000
1282.037600
1301.368600
1320.953100
1341.323600
1361.227000
1381.342800
1401.456100
1421.600900
1441.108200
1461.074000
1483.252900
1501.346700
1521.374700
1540.842500
1560.971200
1582.049300
1600.975700
1621.952500
1640.483800
1661.597200
1680.886000
1702.572800
1721.063800
1741.363500
1761.340800
1780.896700
1801.081900
1820.546600
1840.901900
1860.630600
1880.931300
1901.405000
1921.526200
1942.008500
1961.442600
1980.549100
2001.914800
2021.910200
2040.990300
2061.065800
2081.287500
2101.467100
2121.433100
2140.953000
2161.470500
2181.354900
2201.720400
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2240.864700
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2280.700000
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2422.850700
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2541.166000
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2581.658100
2601.259900
2620.525200
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2661.134800
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2741.584700
2762.003800
2780.696200
2801.445000
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2860.991900
2880.519500
2902.197500
2921.093000
2940.763400
2960.303000
2982.354600
3000.312800
3020.846800
3041.666600
3061.181000
3081.555600
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3121.479300
3140.700600
3161.922900
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3281.101200
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3440.978000
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3481.194100
3500.988600
3521.675000
3541.718400
3560.830000
3581.212100
3600.584600
3620.933100
3642.028500
3660.851000
3682.295700
3700.995300
3722.204300
3741.306200
3760.724000
3781.037400
3801.317600
3820.701900
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3900.860500
3921.142100
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4001.433800
4020.647300
4041.454000
4061.278200
4080.482300
4100.688400
4120.800100
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4183.013200
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4220.999800
4240.919100
4260.421900
4281.621000
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4320.803200
4340.611900
4360.866000
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4401.810700
4421.765600
4442.003900
4460.505300
4480.808400
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4520.556700
4540.941500
4560.699600
4581.069600
4601.366800
4621.650700
4641.414000
4660.777300
4681.461500
4701.868000
4721.620300
4740.637300
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4781.283800
4801.187200
4821.294500
4840.983900
4860.927400
4880.425500
4900.758300
4920.578300
4941.093600
4961.172000
4980.983800
5001.297400
5020.860500
5040.682000
5061.114700
5081.723100
5101.386300
5121.458500
5140.553000
5161.596700
5180.641100
5200.754300
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5260.595700
5280.755800
5301.536700
5321.353400
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5400.857100
5421.381300
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5480.625900
5500.748200
5521.105200
5540.995600
5560.564600
5581.525300
5600.788300
5621.078600
5641.328000
5661.793500
5680.756900
5700.717400
5720.994700
5740.704000
5761.470000
5781.752500
5801.067100
5821.697500
5841.780200
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5880.952100
5901.029400
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5940.355100
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5981.105100
6001.944600
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6060.932500
6081.010000
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6263.057200
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6301.086900
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6341.911900
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6401.567200
6421.142000
6441.227200
6460.634300
6481.114200
6501.720100
6521.164100
6540.539700
6561.046500
6580.855500
6601.609400
6620.975000
6640.827100
6661.404700
6680.275000
6700.941900
6720.534600
6741.141000
6761.010700
6781.769700
6800.846200
6821.648800
6841.081300
6861.243800
6881.015300
6901.333100
6920.807400
6940.225400
6961.229300
6980.488200
7000.733000
7021.070600
7040.525600
7061.657000
7080.769100
7100.720000
7121.482800
7141.360000
7160.549300
7181.019000
7201.033300
7220.404900
7240.849300
7261.675300
7280.361800
7301.944800
7320.613900
7340.491600
7360.873100
7382.040400
7401.131800
7421.560000
7441.292000
7460.867700
7480.900800
7501.283200
7520.488100
7540.679700
7561.033600
7580.608300
7601.508200
7621.478200
7641.449100
7661.334300
7680.939800
7700.816200
7720.588100
7741.268800
7761.428600
7781.148200
7801.187100
7820.722600
7840.367600
7860.766500
7881.198600
7901.007400
7921.128300
7940.942500
7961.235000
7980.573700
8000.656600
8021.156000
8040.961400
8061.102600
8080.923500
8100.524100
8120.914300
8140.617900
8160.387300
8182.696800
8200.939200
8221.621900
8240.812500
8261.280700
8280.644500
8300.642000
8321.736000
8340.147500
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8380.518700
8401.370700
8420.963000
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8501.063900
8520.626100
8541.321500
8562.149200
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" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "=== EMID Music ↔ Image Emotion Alignment ===\n", + "Model | Same Acc | Joint Acc | Emotion Acc\n", + "--------------------------------------------------\n", + "Base | 49.0% | 46.5% | 0.0%\n", + "LoRA | 79.0% | 76.5% | 75.5%\n", + "\n", + "Δ same accuracy: +30.0% | Δ joint accuracy: +30.0% | Δ emotion accuracy: +75.5%\n" + ] + } + ], + "source": [ + "import inspect\n", + "import os\n", + "import shutil\n", + "\n", + "# Make reruns deterministic and avoid output-dir conflicts on older transformers builds\n", + "if os.path.exists(OUTPUT_DIR):\n", + " shutil.rmtree(OUTPUT_DIR)\n", + "\n", + "lora_cfg = LoraConfig(\n", + " r=16,\n", + " lora_alpha=32,\n", + " lora_dropout=0.05,\n", + " target_modules=[\"q_proj\", \"k_proj\", \"v_proj\", \"o_proj\", \"gate_proj\", \"up_proj\", \"down_proj\"],\n", + " task_type=\"CAUSAL_LM\",\n", + ")\n", + "\n", + "thinker = get_peft_model(thinker, lora_cfg)\n", + "\n", + "supported = inspect.signature(TrainingArguments.__init__).parameters\n", + "\n", + "ta_kwargs = {\n", + " \"output_dir\": OUTPUT_DIR,\n", + " \"per_device_train_batch_size\": 1,\n", + " \"gradient_accumulation_steps\": 4,\n", + " \"num_train_epochs\": 1,\n", + " \"learning_rate\": 1e-5,\n", + " \"logging_steps\": 2,\n", + " \"remove_unused_columns\": False,\n", + "}\n", + "\n", + "optional_kwargs = {\n", + " \"save_total_limit\": 1,\n", + " \"data_seed\": SEED,\n", + " \"report_to\": \"none\",\n", + " \"overwrite_output_dir\": True,\n", + " \"bf16\": bool(torch.cuda.is_available() and getattr(torch.cuda, \"is_bf16_supported\", lambda: False)()),\n", + " \"fp16\": bool(torch.cuda.is_available() and not getattr(torch.cuda, \"is_bf16_supported\", lambda: False)()),\n", + "}\n", + "\n", + "for k, v in optional_kwargs.items():\n", + " if k in supported:\n", + " ta_kwargs[k] = v\n", + "\n", + "trainer = Trainer(\n", + " model=thinker,\n", + " args=TrainingArguments(**ta_kwargs),\n", + " train_dataset=train_dataset,\n", + " data_collator=build_collator(processor),\n", + ")\n", + "\n", + "trainer.train()\n", + "tuned = evaluate(trainer.model, processor, eval_dataset)\n", + "\n", + "print(\"\\n=== EMID Music ↔ Image Emotion Alignment ===\")\n", + "print(f\"{'Model':<12} | {'Same Acc':>8} | {'Joint Acc':>9} | {'Emotion Acc':>11}\")\n", + "print(\"-\" * 50)\n", + "for name, scores in ((\"Base\", baseline), (\"LoRA\", tuned)):\n", + " print(f\"{name:<12} | {scores[0]*100:8.1f}% | {scores[2]*100:9.1f}% | {scores[1]*100:11.1f}%\")\n", + "print(\n", + " f\"\\nΔ same accuracy: {(tuned[0] - baseline[0])*100:+.1f}% | \"\n", + " f\"Δ joint accuracy: {(tuned[2] - baseline[2])*100:+.1f}% | \"\n", + " f\"Δ emotion accuracy: {(tuned[1] - baseline[1])*100:+.1f}%\"\n", + ")" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "A100", + "provenance": [], + "machine_shape": "hm" + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}