From fd4686878ba86326274d9c61e1096b9b50102938 Mon Sep 17 00:00:00 2001 From: Siddharth Mishra-Sharma Date: Tue, 16 Jan 2024 20:46:07 -0500 Subject: [PATCH] Debugging, set up load_ckpt for eval --- configs/base.py | 3 + notebooks/04_retrieval_acc.ipynb | 26 +-- notebooks/09_dot_product_eval.ipynb | 346 +++++++++++++++++++++++----- paper/plots/val_metrics.pdf | Bin 176161 -> 176426 bytes train.py | 21 +- 5 files changed, 326 insertions(+), 70 deletions(-) diff --git a/configs/base.py b/configs/base.py index c1ccece..99c4b0b 100644 --- a/configs/base.py +++ b/configs/base.py @@ -50,6 +50,9 @@ def get_config(): training.ckpt_best_metric = "loss" # "loss" or "top_xx_accuracy" training.ckpt_best_metric_best_mode = "min" # "max" or "min" training.ckpt_keep_top_n = 3 # Save the top `ckpt_keep_top_n` checkpoints based on `ckpt_best_metric` + training.load_ckpt = True + training.ckpt_run_name = "ancient-pine-88" + # Sum1 options config.sum1 = sum1 = ml_collections.ConfigDict() diff --git a/notebooks/04_retrieval_acc.ipynb b/notebooks/04_retrieval_acc.ipynb index 4a75cf9..d6af2fb 100644 --- a/notebooks/04_retrieval_acc.ipynb +++ b/notebooks/04_retrieval_acc.ipynb @@ -139,13 +139,13 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 10, "id": "7f541fa5-91c5-4cca-abe4-911304e049e1", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -159,20 +159,20 @@ "source": [ "import numpy as np\n", "\n", - "run_labels = ['pretty-aardvark-45',\n", - " 'devout-hill-47',\n", - " 'cool-aardvark-77',\n", - " 'vibrant-feather-50',\n", - " 'spring-snowball-56',\n", - " 'fresh-jazz-58',\n", + "run_labels = ['fresh-jazz-84',\n", + " 'solar-fog-85',\n", + " 'stellar-serenity-86',\n", + " 'different-donkey-87',\n", + " 'ancient-pine-88',\n", + " 'pleasant-totem-89',\n", " ]\n", "\n", "run_legends = ['Fine-tune (summaries)', \n", - " \"Fine-tune (abstracts)\",\n", + " \"Shuffle within batch\",\n", " 'Fine-tune (single concepts)',\n", - " 'Fine-tune head (summaries)',\n", - " 'Train from scratch (summaries)',\n", - " 'Shuffle within batch',\n", + " \"Fine-tune head (summaries)\",\n", + " 'Fine-tune (abstract)',\n", + " 'Train from scratch',\n", " ]\n", "\n", "# Creating the dictionary\n", @@ -230,7 +230,7 @@ "axes[1].set_xlabel(\"Training steps\")\n", "axes[1].set_ylabel(\"Retrival accuracy\")\n", "axes[1].axhline(0.1, color='grey', ls='--', lw=1.5)\n", - "axes[1].set_ylim(0, 0.6)\n", + "axes[1].set_ylim(0, 0.8)\n", "axes[1].set_xlim(-500, 20_000)\n", "axes[1].text(400, 0.06, r\"\\emph{Random expectation}\", fontsize=14)\n", " \n", diff --git a/notebooks/09_dot_product_eval.ipynb b/notebooks/09_dot_product_eval.ipynb index 1e0b90f..1271023 100644 --- a/notebooks/09_dot_product_eval.ipynb +++ b/notebooks/09_dot_product_eval.ipynb @@ -10,9 +10,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "2024-01-15 19:28:22.528474: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", - "2024-01-15 19:28:22.529068: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", - "2024-01-15 19:28:22.574319: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n" + "2024-01-16 20:21:30.335565: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", + "2024-01-16 20:21:30.335616: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", + "2024-01-16 20:21:30.336983: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n" ] } ], @@ -167,6 +167,16 @@ { "cell_type": "code", "execution_count": 8, + "id": "55eb3de5-f20d-4db1-91bf-1fe8e3773f27", + "metadata": {}, + "outputs": [], + "source": [ + "from utils.text_utils import process_truncate_captions" + ] + }, + { + "cell_type": "code", + "execution_count": 9, "id": "c783dec2-b2f3-454c-8782-576da5bf6761", "metadata": {}, "outputs": [], @@ -174,12 +184,12 @@ "from tqdm import tqdm\n", "import tensorflow as tf\n", "from utils.dataset_utils import make_dataloader, create_input_iter\n", - "from dm_pix import center_crop" + "from dm_pix import center_crop, random_crop, rotate, random_flip_up_down, random_flip_left_right" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 10, "id": "d92a1d51-08ae-4fd6-9df8-06b91238cf89", "metadata": {}, "outputs": [], @@ -194,7 +204,7 @@ " images_feat = model.get_image_features(pixel_values, params=state.params)\n", " return images_feat, captions_feat\n", " \n", - "def get_features_ds(state, ds, truncate=True, use_sum1=False, randomize_objects=False):\n", + "def get_features_ds(state, ds, truncate=False, use_sum1=False, randomize_objects=False):\n", "\n", " batches = iter(ds)\n", "\n", @@ -216,7 +226,7 @@ " images = np.array(images)\n", "\n", " if truncate:\n", - " captions = process_truncate_captions(captions, jax.random.PRNGKey(42), max_length_words=config.data.max_length_words)\n", + " captions = process_truncate_captions(captions, jax.random.PRNGKey(onp.random.randint(99999)), max_length_words=config.data.max_length_words)\n", " else:\n", " captions = captions.numpy().tolist()\n", " captions = [c.decode('utf-8') for c in captions]\n", @@ -241,8 +251,24 @@ " captions_stack += captions\n", "\n", " images_stack.append(images)\n", + "\n", + " rng_eval = jax.random.PRNGKey(onp.random.randint(99999))\n", " \n", - " images = center_crop(images, 224, 224)\n", + " # Rotations\n", + " rng_eval, _ = jax.random.split(rng_eval)\n", + " rotation_angles = jax.random.uniform(rng_eval, shape=(images.shape[0],)) * 2 * np.pi # Angles in radians\n", + " images = jax.vmap(partial(rotate, mode='constant', cval=1.))(images, rotation_angles)\n", + " \n", + " # Flips\n", + " rng_eval, _ = jax.random.split(rng_eval)\n", + " images = jax.vmap(partial(random_flip_up_down, key=rng_eval))(image=images)\n", + "\n", + " rng_eval, _ = jax.random.split(rng_eval)\n", + " images = jax.vmap(partial(random_flip_left_right, key=rng_eval))(image=images)\n", + "\n", + " images = jax.vmap(random_crop, in_axes=(None,0,None))(rng_eval, images, (model.config.vision_config.image_size, model.config.vision_config.image_size, 3))\n", + "\n", + " print(np.max(images))\n", " input = processor(text=captions_sum1 if use_sum1 else captions, images=(images * 255.), return_tensors=\"np\", padding=\"max_length\", truncation=True, max_length=77)\n", " \n", " batch = jax.tree_map(lambda x: np.split(x, num_local_devices, axis=0), input.data)\n", @@ -262,7 +288,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "id": "e336a92d-4f40-4840-a41a-eceae6edd554", "metadata": {}, "outputs": [ @@ -270,8 +296,8 @@ "name": "stderr", "output_type": "stream", "text": [ - " 99%|███████████████████████████████████████████████████▍| 98/99 [01:10<00:00, 1.40it/s]\n", - " 99%|███████████████████████████████████████████████████▍| 98/99 [00:51<00:00, 1.91it/s]\n" + " 99%|█████████████████████████████▋| 98/99 [01:02<00:00, 1.56it/s]\n", + " 99%|█████████████████████████████▋| 98/99 [00:45<00:00, 2.17it/s]\n" ] } ], @@ -285,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "id": "bd43e886-a1c9-4d89-b3c5-1c3899bc58bd", "metadata": {}, "outputs": [ @@ -318,12 +344,12 @@ "ax.set_title(r\"\\textbf{Cosine similarities}\", y=1.01)\n", "\n", "plt.tight_layout()\n", - "plt.savefig(\"../paper/plots/sim_val.pdf\")" + "# plt.savefig(\"../paper/plots/sim_val.pdf\")" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "5c980d4d-038e-485e-9cd7-cd82636c39ba", "metadata": {}, "outputs": [], @@ -337,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "4b924b36-f24f-43b5-868a-728d2bf4a4dc", "metadata": {}, "outputs": [], @@ -381,7 +407,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "304584be-1b85-4ee3-9d3d-32ffeb66986b", "metadata": {}, "outputs": [], @@ -407,7 +433,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "7a0e024d-5b0a-4300-abc4-f17e26832a08", "metadata": {}, "outputs": [], @@ -432,7 +458,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "0ef16248-4b36-49ad-be66-fb1da53fae07", "metadata": {}, "outputs": [], @@ -445,7 +471,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "id": "cfdbc845-75a4-4743-8049-e6db1af6036d", "metadata": {}, "outputs": [], @@ -470,7 +496,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "id": "4a162b59-65a9-4363-8421-bd87c69e40ac", "metadata": {}, "outputs": [], @@ -480,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "id": "6d40142f-99d3-4e12-baf1-456e47c6312b", "metadata": {}, "outputs": [], @@ -512,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 19, "id": "ef189285-df3e-4360-98b1-80a8868bd283", "metadata": {}, "outputs": [], @@ -535,74 +561,282 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 20, "id": "73e60d7d-6854-4c2a-8d61-28f4b7fd1bbd", "metadata": {}, "outputs": [], "source": [ - "run_labels = ['pretty-aardvark-45',\n", - " 'devout-hill-47',\n", - " 'cool-aardvark-77',\n", - " 'spring-snowball-56',\n", + "run_labels = ['ancient-pine-88',\n", + " 'fresh-jazz-84',\n", + " # 'cool-aardvark-77',\n", + " # 'spring-snowball-56',\n", " ]\n", "\n", - "run_legends = ['Fine-tune (summaries)', \n", - " \"Fine-tune (abstracts)\",\n", - " 'Fine-tune (single concepts)',\n", - " 'Train from scratch (summaries)',\n", + "run_legends = [\"Fine-tune (abstracts)\",\n", + " 'Fine-tune (summaries)', \n", + " # 'Fine-tune (single concepts)',\n", + " # 'Train from scratch (summaries)',\n", " ]\n", "\n", - "data_type = [\"summary\", \"abstract\", \"summary\", \"summary\"]\n", - "use_sum1 = [False, False, True, False]" + "data_type = [\"abstract\", \"summary\"] # , \"summary\", \"summary\"]\n", + "use_sum1 = [False, False] #, True, False]" ] }, { "cell_type": "code", - "execution_count": 33, - "id": "51cebba1-4d6a-4c99-ab56-feb8a013296a", + "execution_count": 21, + "id": "976345c4-c4a8-4d0e-9679-731b65312b29", "metadata": {}, "outputs": [], "source": [ - "from utils.text_utils import process_truncate_captions" + "def retrieval_eval_metric(text_embeds, image_embeds, k=[1, 5, 10, 20]):\n", + " \"\"\" Compute the top-k retrieval accuracy.\n", + " \"\"\"\n", + "\n", + " # Get shapes\n", + " bs = text_embeds.shape[0]\n", + " axis_size = jax.lax.psum(1, axis_name=\"batch\")\n", + "\n", + " # Gather the embeddings from all devices\n", + " all_text_embeds = jax.lax.all_gather(text_embeds, axis_name=\"batch\").reshape(-1, text_embeds.shape[-1])\n", + " all_image_embeds = jax.lax.all_gather(image_embeds, axis_name=\"batch\").reshape(-1, image_embeds.shape[-1])\n", + "\n", + " # Compute the full matrix of logitseval\n", + " all_logits = np.matmul(all_text_embeds, all_image_embeds.T)\n", + "\n", + " # Compute the global top-k indices for the maximum k value\n", + " max_k = max(k)\n", + " top_k_indices = np.argsort(all_logits, axis=-1)[:, -max_k:]\n", + "\n", + " # Compute the correct indices for each row\n", + " correct_indices = np.arange(bs * axis_size)[:, None]\n", + "\n", + " metrics = {}\n", + " for current_k in k:\n", + " # Check if the correct image (diagonal) is in the current top-k for each text embedding\n", + " correct_in_top_k = np.any(top_k_indices[:, -current_k:] == correct_indices, axis=-1)\n", + " accuracy = np.mean(correct_in_top_k.astype(np.float32))\n", + " metrics[f\"top_{current_k}_accuracy\"] = accuracy\n", + "\n", + " return metrics" ] }, { "cell_type": "code", - "execution_count": 38, - "id": "404f1ac0-3e64-4d6b-8c24-8a3ad8510453", + "execution_count": 22, + "id": "583d4643-8c1e-4749-be73-87422986c232", "metadata": {}, "outputs": [], "source": [ - "# accuracy_lists = []\n", - "# for idx, run_name in enumerate(tqdm(run_labels[:])):\n", + "from functools import partial\n", + "from einops import rearrange\n", + "import numpy as onp\n", + "from models.losses import softmax_loss\n", + "\n", + "@partial(jax.pmap, axis_name=\"batch\")\n", + "def get_features(state, input_ids, pixel_values, attention_mask):\n", + " # captions_feat = model.get_text_features(input_ids, attention_mask, params=state.params)\n", + " # images_feat = model.get_image_features(pixel_values, params=state.params)\n", + "\n", "\n", - "# files = tf.io.gfile.glob(f\"/n/holyscratch01/iaifi_lab/smsharma/hubble_data/tfrecords_v5/*val*.tfrecord\")\n", - "# ds = make_dataloader(files, batch_size=config.training.batch_size, seed=config.seed, split=\"val\", shuffle=False, caption_type=data_type[idx])\n", + " outputs = state.apply_fn(input_ids=input_ids, pixel_values=pixel_values, attention_mask=attention_mask, params=state.params)\n", + " captions_feat, images_feat = outputs[\"text_embeds\"], outputs[\"image_embeds\"]\n", + "\n", + " outputs['logit_scale'] = state.params['logit_scale']\n", + " outputs['logit_bias'] = state.params.get('logit_bias', 0.)\n", + "\n", + " loss = softmax_loss(outputs)\n", + " retrieval_metrics = retrieval_eval_metric(captions_feat, images_feat)\n", + "\n", + " metrics = {\"loss\": loss}\n", + " for key, value in retrieval_metrics.items():\n", + " metrics[key] = value\n", " \n", - "# ckpt_dir = \"{}/{}\".format(logging_dir, run_name) # Load SLURM run\n", + " return metrics\n", " \n", - "# best_fn = lambda metrics: metrics[f\"val/top_10_accuracy\"]\n", + "def get_features_ds(state, ds, truncate=False):\n", + "\n", + " batches = iter(ds)\n", " \n", - "# mgr_options = orbax.checkpoint.CheckpointManagerOptions(step_prefix=f'step', best_fn=best_fn, best_mode='min', create=False)\n", - "# ckpt_mgr = orbax.checkpoint.CheckpointManager(f\"{ckpt_dir}/ckpts/\", orbax.checkpoint.Checkpointer(orbax.checkpoint.PyTreeCheckpointHandler()), mgr_options)\n", + " num_local_devices = jax.local_device_count()\n", + " replicate = flax.jax_utils.replicate\n", " \n", - "# restore_args = flax.training.orbax_utils.restore_args_from_target(state, mesh=None)\n", - "# restored_state = ckpt_mgr.restore(ckpt_mgr.latest_step(), items=state, restore_kwargs={'restore_args': restore_args})\n", + " total_batches = sum(1 for _ in ds) - 1\n", + " current_batch = 0\n", + "\n", + " retrieval_eval_metrics = []\n", + "\n", + " for (images, captions) in tqdm(batches, total=total_batches):\n", + " if current_batch == total_batches - 1:\n", + " break\n", + " \n", + " images = np.array(images)\n", + "\n", + " if truncate:\n", + " captions = process_truncate_captions(captions, jax.random.PRNGKey(onp.random.randint(99999)), max_length_words=config.data.max_length_words)\n", + " else:\n", + " captions = captions.numpy().tolist()\n", + " captions = [c.decode('utf-8') for c in captions]\n", + "\n", + " rng_eval = jax.random.PRNGKey(onp.random.randint(99999))\n", + " \n", + " # Rotations\n", + " rng_eval, _ = jax.random.split(rng_eval)\n", + " rotation_angles = jax.random.uniform(rng_eval, shape=(images.shape[0],)) * 2 * np.pi # Angles in radians\n", + " images = jax.vmap(partial(rotate, mode='constant', cval=1.))(images, rotation_angles)\n", + " \n", + " # Flips\n", + " rng_eval, _ = jax.random.split(rng_eval)\n", + " images = jax.vmap(partial(random_flip_up_down, key=rng_eval))(image=images)\n", + "\n", + " rng_eval, _ = jax.random.split(rng_eval)\n", + " images = jax.vmap(partial(random_flip_left_right, key=rng_eval))(image=images)\n", + "\n", + " images = jax.vmap(random_crop, in_axes=(None,0,None))(rng_eval, images, (model.config.vision_config.image_size, model.config.vision_config.image_size, 3))\n", + "\n", + " input = processor(text=captions, images=(images * 255.).astype(np.uint8), return_tensors=\"np\", padding=\"max_length\", truncation=True, max_length=77)\n", + " \n", + " batch = jax.tree_map(lambda x: np.split(x, num_local_devices, axis=0), input.data)\n", + " batch = jax.tree_map(lambda x: np.array(x, dtype=np.float32), batch)\n", + "\n", + " metrics = get_features(replicate(state), np.array(batch[\"input_ids\"]), np.array(batch[\"pixel_values\"]), np.array(batch[\"attention_mask\"]))\n", + "\n", + " retrieval_eval_metrics.append(metrics)\n", + " \n", + " current_batch += 1\n", + "\n", + " return retrieval_eval_metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "404f1ac0-3e64-4d6b-8c24-8a3ad8510453", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/2 [00:00KX_I~y`XU(klnY5+HdCQMW0xagTfrtb-dr9%V+C4(+nV-1(BWc?0>|^{{HDvR 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os.path.join(workdir, run.group, run.name) # Recursively create workdir os.makedirs(workdir, exist_ok=True) @@ -188,6 +194,18 @@ def train(config: ConfigDict, workdir: str = "./logging/") -> train_state.TrainS # State state = train_state.TrainState.create(apply_fn=model.__call__ if (config.clip.use_pretrained) else model.apply, params=params, tx=tx) + + # Load checkpoint + if config.training.load_ckpt: + restore_args = flax.training.orbax_utils.restore_args_from_target(state, mesh=None) + restored_state = ckpt_mgr.restore(ckpt_mgr.latest_step(), items=state, restore_kwargs={'restore_args': restore_args}) + + if state is restored_state: + raise FileNotFoundError(f"Did not load checkpoint correctly") + else: + state = restored_state + logging.info(f"Loaded checkpoint from step {ckpt_mgr.latest_step()}") + pstate = replicate(state) # Log info about augmentations @@ -221,6 +239,7 @@ def train(config: ConfigDict, workdir: str = "./logging/") -> train_state.TrainS for step in steps: # Use same rng for eval every time + # NOTE: Should move this down inside the eval if rng_eval = jax.random.PRNGKey(config.seed) # Eval portion