From 49859b355532e4aa4f70ad83e45aa28c7be7fa53 Mon Sep 17 00:00:00 2001 From: Rahul Somani Date: Tue, 9 May 2023 10:38:32 +0530 Subject: [PATCH 01/92] implement text locking mechanism for "native" CLIP text tower --- src/open_clip/model.py | 31 +++++++++++++++++++++++++++++++ 1 file changed, 31 insertions(+) diff --git a/src/open_clip/model.py b/src/open_clip/model.py index 8a628f9bc..0527be8c3 100644 --- a/src/open_clip/model.py +++ b/src/open_clip/model.py @@ -205,6 +205,37 @@ def lock_image_tower(self, unlocked_groups=0, freeze_bn_stats=False): # lock image tower as per LiT - https://arxiv.org/abs/2111.07991 self.visual.lock(unlocked_groups=unlocked_groups, freeze_bn_stats=freeze_bn_stats) + def lock_text_tower(self, unlocked_layers: int = 0, freeze_layer_norm: bool = True): + # Unlike the `self.visual` component, the text encoder is embedded into the main class + # So we need to do all the work here itself + # See `self.encode_text()` for order of ops. We want to freeze the last layers first + embeddings = [self.token_embedding, self.positional_embedding] + resblocks = self.transformer.resblocks + final_text_projection = self.text_projection + final_ln = self.ln_final + + # TODO: Make both embeddings behave as one module, and the final_ln + final_text_projection + # as a single module as well? Not sure how the final layers are structured in HF + modules = [*embeddings, *resblocks, final_text_projection, final_ln] + + if (not unlocked_layers) or (unlocked_layers == 0): # full freezing + modules_to_lock = modules + else: + modules_to_lock = modules[:-unlocked_layers] + + for module in modules_to_lock: + # `self.text_projection` and `self.positional_embedding` + if isinstance(module, nn.Parameter): + module.requires_grad = False + + # All other modules + elif isinstance(module, nn.Module): + for n, p in module.named_parameters(): + p.requires_grad = (not freeze_layer_norm) if "LayerNorm" in n.split(".") else False + + else: + raise TypeError(f"Encountered unexpected module type {type(module)} for module {module}") + @torch.jit.ignore def set_grad_checkpointing(self, enable=True): self.visual.set_grad_checkpointing(enable) From 7d005e84c67b5d7d2f702f6018281f4934ae0479 Mon Sep 17 00:00:00 2001 From: Rahul Somani Date: Thu, 25 May 2023 03:06:23 +0530 Subject: [PATCH 02/92] - refactor param groups to be consistent with vision transformer - add free fn that can freeze both `TextTransformer` and `CLIP` --- src/open_clip/model.py | 32 ++------------------------------ src/open_clip/transformer.py | 33 +++++++++++++++++++++++++++++++++ 2 files changed, 35 insertions(+), 30 deletions(-) diff --git a/src/open_clip/model.py b/src/open_clip/model.py index 0527be8c3..e5daca221 100644 --- a/src/open_clip/model.py +++ b/src/open_clip/model.py @@ -16,7 +16,7 @@ from .hf_model import HFTextEncoder from .modified_resnet import ModifiedResNet from .timm_model import TimmModel -from .transformer import LayerNormFp32, LayerNorm, QuickGELU, Attention, VisionTransformer, TextTransformer +from .transformer import LayerNormFp32, LayerNorm, QuickGELU, Attention, VisionTransformer, TextTransformer, lock_text_transformer from .utils import to_2tuple @@ -206,35 +206,7 @@ def lock_image_tower(self, unlocked_groups=0, freeze_bn_stats=False): self.visual.lock(unlocked_groups=unlocked_groups, freeze_bn_stats=freeze_bn_stats) def lock_text_tower(self, unlocked_layers: int = 0, freeze_layer_norm: bool = True): - # Unlike the `self.visual` component, the text encoder is embedded into the main class - # So we need to do all the work here itself - # See `self.encode_text()` for order of ops. We want to freeze the last layers first - embeddings = [self.token_embedding, self.positional_embedding] - resblocks = self.transformer.resblocks - final_text_projection = self.text_projection - final_ln = self.ln_final - - # TODO: Make both embeddings behave as one module, and the final_ln + final_text_projection - # as a single module as well? Not sure how the final layers are structured in HF - modules = [*embeddings, *resblocks, final_text_projection, final_ln] - - if (not unlocked_layers) or (unlocked_layers == 0): # full freezing - modules_to_lock = modules - else: - modules_to_lock = modules[:-unlocked_layers] - - for module in modules_to_lock: - # `self.text_projection` and `self.positional_embedding` - if isinstance(module, nn.Parameter): - module.requires_grad = False - - # All other modules - elif isinstance(module, nn.Module): - for n, p in module.named_parameters(): - p.requires_grad = (not freeze_layer_norm) if "LayerNorm" in n.split(".") else False - - else: - raise TypeError(f"Encountered unexpected module type {type(module)} for module {module}") + lock_text_transformer(self, unlocked_layers, freeze_layer_norm) @torch.jit.ignore def set_grad_checkpointing(self, enable=True): diff --git a/src/open_clip/transformer.py b/src/open_clip/transformer.py index 0a30e9466..11dd2b8a3 100644 --- a/src/open_clip/transformer.py +++ b/src/open_clip/transformer.py @@ -554,6 +554,9 @@ def __init__( self.init_parameters() + def lock(self, unlocked_layers: int = 0, freeze_layer_norm: bool = True): + lock_text_transformer(self, unlocked_layers, freeze_layer_norm) + def init_parameters(self): nn.init.normal_(self.token_embedding.weight, std=0.02) nn.init.normal_(self.positional_embedding, std=0.01) @@ -631,6 +634,36 @@ def forward(self, text): return pooled +def lock_text_transformer( + transformer: TextTransformer, unlocked_layers: int = 0, freeze_layer_norm: bool = True +): + groups = [ + [transformer.token_embedding, transformer.positional_embedding], + *transformer.transformer.resblocks[:-1], + [transformer.transformer.resblocks[ -1], transformer.ln_final], + transformer.text_projection, + ] + + def _freeze(modules, freeze_layer_norm: bool = True): + for module in modules: + # `CLIP.text_projection` and `CLIP.positional_embedding` + if isinstance(module, nn.Parameter): + module.requires_grad = False + + # All other modules + elif isinstance(module, nn.Module): + for n, p in module.named_parameters(): + p.requires_grad = (not freeze_layer_norm) if "LayerNorm" in n.split(".") else False + + else: + raise TypeError(f"Encountered unexpected module type {type(module)} for module {module}") + + if (not unlocked_layers) or (unlocked_layers == 0): # full freezing + _freeze(groups, freeze_layer_norm) + else: + _freeze(groups[:-unlocked_layers], freeze_layer_norm) + + class MultimodalTransformer(Transformer): def __init__( self, From 457055400680b991189b5e431da0425ca4d49711 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Fri, 12 May 2023 11:35:41 -0700 Subject: [PATCH 03/92] Add EVA models (via timm backbone), torch.compile support, more (#500) * Add EVA models (via timm backbone), torch.compile support, pure bf16/fp16 mode, safetensors push support * Fix optional type refinement for torchscript * Back torchcompile changes out of factory, needs to be closer to use for various reasons * Fix output_dict + jit regression, remove native OpenAI jit load as it's not working reliably in PyTorch 2.0, always extract state-dict, load model, re-jit (if enabled) --- src/open_clip/__init__.py | 2 +- src/open_clip/factory.py | 48 ++++++---- src/open_clip/model.py | 59 ++++++++---- .../model_configs/EVA01-g-14-plus.json | 18 ++++ src/open_clip/model_configs/EVA01-g-14.json | 18 ++++ src/open_clip/model_configs/EVA02-B-16.json | 18 ++++ .../model_configs/EVA02-E-14-plus.json | 18 ++++ src/open_clip/model_configs/EVA02-E-14.json | 18 ++++ .../model_configs/EVA02-L-14-336.json | 18 ++++ src/open_clip/model_configs/EVA02-L-14.json | 18 ++++ src/open_clip/openai.py | 94 ++++--------------- src/open_clip/pretrained.py | 34 +++++-- src/open_clip/push_to_hf_hub.py | 51 ++++++++-- src/open_clip/timm_model.py | 52 +++++++--- src/training/main.py | 4 + src/training/params.py | 8 +- src/training/train.py | 10 +- src/training/zero_shot.py | 12 +-- tests/util_test.py | 7 +- 19 files changed, 354 insertions(+), 153 deletions(-) create mode 100644 src/open_clip/model_configs/EVA01-g-14-plus.json create mode 100644 src/open_clip/model_configs/EVA01-g-14.json create mode 100644 src/open_clip/model_configs/EVA02-B-16.json create mode 100644 src/open_clip/model_configs/EVA02-E-14-plus.json create mode 100644 src/open_clip/model_configs/EVA02-E-14.json create mode 100644 src/open_clip/model_configs/EVA02-L-14-336.json create mode 100644 src/open_clip/model_configs/EVA02-L-14.json diff --git a/src/open_clip/__init__.py b/src/open_clip/__init__.py index 73c73f390..fdb1199b8 100644 --- a/src/open_clip/__init__.py +++ b/src/open_clip/__init__.py @@ -4,7 +4,7 @@ from .factory import list_models, add_model_config, get_model_config, load_checkpoint from .loss import ClipLoss, DistillClipLoss, CoCaLoss from .model import CLIP, CustomTextCLIP, CLIPTextCfg, CLIPVisionCfg, \ - convert_weights_to_lp, convert_weights_to_fp16, trace_model, get_cast_dtype + convert_weights_to_lp, convert_weights_to_fp16, trace_model, get_cast_dtype, get_input_dtype from .openai import load_openai_model, list_openai_models from .pretrained import list_pretrained, list_pretrained_models_by_tag, list_pretrained_tags_by_model, \ get_pretrained_url, download_pretrained_from_url, is_pretrained_cfg, get_pretrained_cfg, download_pretrained diff --git a/src/open_clip/factory.py b/src/open_clip/factory.py index 14011f934..ac8596eab 100644 --- a/src/open_clip/factory.py +++ b/src/open_clip/factory.py @@ -15,7 +15,8 @@ from .coca_model import CoCa from .loss import ClipLoss, DistillClipLoss, CoCaLoss from .openai import load_openai_model -from .pretrained import is_pretrained_cfg, get_pretrained_cfg, download_pretrained, list_pretrained_tags_by_model, download_pretrained_from_hf +from .pretrained import is_pretrained_cfg, get_pretrained_cfg, download_pretrained,\ + list_pretrained_tags_by_model, download_pretrained_from_hf from .transform import image_transform, AugmentationCfg from .tokenizer import HFTokenizer, tokenize @@ -145,13 +146,8 @@ def create_model( model_name, precision=precision, device=device, - jit=jit, cache_dir=cache_dir, ) - - # to always output dict even if it is clip - if output_dict and hasattr(model, "output_dict"): - model.output_dict = True else: model_cfg = model_cfg or get_model_config(model_name) if model_cfg is not None: @@ -172,13 +168,15 @@ def create_model( # override model config's image size model_cfg["vision_cfg"]["image_size"] = force_image_size + is_timm_model = 'timm_model_name' in model_cfg.get('vision_cfg', {}) if pretrained_image: - if 'timm_model_name' in model_cfg.get('vision_cfg', {}): + if is_timm_model: # pretrained weight loading for timm models set via vision_cfg model_cfg['vision_cfg']['timm_model_pretrained'] = True else: assert False, 'pretrained image towers currently only supported for timm models' + # cast_dtype set for fp16 and bf16 (manual mixed-precision), not set for 'amp' or 'pure' modes cast_dtype = get_cast_dtype(precision) is_hf_model = 'hf_model_name' in model_cfg.get('text_cfg', {}) custom_text = model_cfg.pop('custom_text', False) or force_custom_text or is_hf_model @@ -193,6 +191,29 @@ def create_model( else: model = CLIP(**model_cfg, cast_dtype=cast_dtype) + if precision in ("fp16", "bf16"): + dtype = torch.float16 if 'fp16' in precision else torch.bfloat16 + # manual mixed precision that matches original OpenAI behaviour + if is_timm_model: + # FIXME this is a bit janky, create timm based model in low-precision and + # then cast only LayerNormFp32 instances back to float32 so they don't break. + # Why? The convert_weights_to_lp fn only works with native models. + model.to(device=device, dtype=dtype) + from .transformer import LayerNormFp32 + def _convert_ln(m): + if isinstance(m, LayerNormFp32): + m.weight.data = m.weight.data.to(torch.float32) + m.bias.data = m.bias.data.to(torch.float32) + model.apply(_convert_ln) + else: + model.to(device=device) + convert_weights_to_lp(model, dtype=dtype) + elif precision in ("pure_fp16", "pure_bf16"): + dtype = torch.float16 if 'fp16' in precision else torch.bfloat16 + model.to(device=device, dtype=dtype) + else: + model.to(device=device) + pretrained_loaded = False if pretrained: checkpoint_path = '' @@ -222,20 +243,15 @@ def create_model( raise RuntimeError( f'Pretrained weights were required for (model: {model_name}, pretrained: {pretrained}) but not loaded.') - model.to(device=device) - if precision in ("fp16", "bf16"): - convert_weights_to_lp(model, dtype=torch.bfloat16 if precision == 'bf16' else torch.float16) - # set image / mean metadata from pretrained_cfg if available, or use default model.visual.image_mean = pretrained_cfg.get('mean', None) or OPENAI_DATASET_MEAN model.visual.image_std = pretrained_cfg.get('std', None) or OPENAI_DATASET_STD - # to always output dict even if it is clip - if output_dict and hasattr(model, "output_dict"): - model.output_dict = True + if output_dict and hasattr(model, "output_dict"): + model.output_dict = True - if jit: - model = torch.jit.script(model) + if jit: + model = torch.jit.script(model) return model diff --git a/src/open_clip/model.py b/src/open_clip/model.py index e5daca221..17fefc669 100644 --- a/src/open_clip/model.py +++ b/src/open_clip/model.py @@ -28,13 +28,16 @@ class CLIPVisionCfg: mlp_ratio: float = 4.0 patch_size: int = 16 image_size: Union[Tuple[int, int], int] = 224 + ls_init_value: Optional[float] = None # layer scale initial value patch_dropout: float = 0. # what fraction of patches to dropout during training (0 would mean disabled and no patches dropped) - 0.5 to 0.75 recommended in the paper for optimal results - input_patchnorm: bool = False # whether to use dual patchnorm - would only apply the input layernorm on each patch, as post-layernorm already exist in original clip vit design + input_patchnorm: bool = False # whether to use dual patchnorm - would only apply the input layernorm on each patch, as post-layernorm already exist in original clip vit design global_average_pool: bool = False # whether to global average pool the last embedding layer, instead of using CLS token (https://arxiv.org/abs/2205.01580) - attentional_pool: bool = False # whether to use attentional pooler in the last embedding layer - n_queries: int = 256 # n_queries for attentional pooler - attn_pooler_heads: int = 8 # n heads for attentional_pooling + attentional_pool: bool = False # whether to use attentional pooler in the last embedding layer + n_queries: int = 256 # n_queries for attentional pooler + attn_pooler_heads: int = 8 # n heads for attentional_pooling + output_tokens: bool = False + timm_model_name: str = None # a valid model name overrides layers, width, patch_size timm_model_pretrained: bool = False # use (imagenet) pretrained weights for named model timm_pool: str = 'avg' # feature pooling for timm model ('abs_attn', 'rot_attn', 'avg', '') @@ -42,7 +45,6 @@ class CLIPVisionCfg: timm_proj_bias: bool = False # enable bias final projection timm_drop: float = 0. # head dropout timm_drop_path: Optional[float] = None # backbone stochastic depth - output_tokens: bool = False @dataclass @@ -72,6 +74,15 @@ def get_cast_dtype(precision: str): return cast_dtype +def get_input_dtype(precision: str): + input_dtype = None + if precision in ('bf16', 'pure_bf16'): + input_dtype = torch.bfloat16 + elif precision in ('fp16', 'pure_fp16'): + input_dtype = torch.float16 + return input_dtype + + def _build_vision_tower( embed_dim: int, vision_cfg: CLIPVisionCfg, @@ -95,10 +106,10 @@ def _build_vision_tower( proj_bias=vision_cfg.timm_proj_bias, drop=vision_cfg.timm_drop, drop_path=vision_cfg.timm_drop_path, + patch_drop=vision_cfg.patch_dropout if vision_cfg.patch_dropout > 0 else None, embed_dim=embed_dim, image_size=vision_cfg.image_size, ) - act_layer = nn.GELU # so that text transformer doesn't use QuickGELU w/ timm models elif isinstance(vision_cfg.layers, (tuple, list)): vision_heads = vision_cfg.width * 32 // vision_cfg.head_width visual = ModifiedResNet( @@ -231,9 +242,13 @@ def encode_text(self, text, normalize: bool = False): x = x[torch.arange(x.shape[0]), text.argmax(dim=-1)] @ self.text_projection return F.normalize(x, dim=-1) if normalize else x - def forward(self, image, text): - image_features = self.encode_image(image, normalize=True) - text_features = self.encode_text(text, normalize=True) + def forward( + self, + image: Optional[torch.Tensor] = None, + text: Optional[torch.Tensor] = None, + ): + image_features = self.encode_image(image, normalize=True) if image is not None else None + text_features = self.encode_text(text, normalize=True) if text is not None else None if self.output_dict: return { "image_features": image_features, @@ -283,9 +298,13 @@ def encode_text(self, text, normalize: bool = False): features = self.text(text) return F.normalize(features, dim=-1) if normalize else features - def forward(self, image, text): - image_features = self.encode_image(image, normalize=True) - text_features = self.encode_text(text, normalize=True) + def forward( + self, + image: Optional[torch.Tensor] = None, + text: Optional[torch.Tensor] = None, + ): + image_features = self.encode_image(image, normalize=True) if image is not None else None + text_features = self.encode_text(text, normalize=True) if text is not None else None if self.output_dict: return { "image_features": image_features, @@ -310,11 +329,17 @@ def _convert_weights(l): if tensor is not None: tensor.data = tensor.data.to(dtype) - for name in ["text_projection", "proj"]: - if hasattr(l, name): - attr = getattr(l, name) - if attr is not None: - attr.data = attr.data.to(dtype) + if isinstance(l, (CLIP, TextTransformer)): + # convert text nn.Parameter projections + attr = getattr(l, "text_projection", None) + if attr is not None: + attr.data = attr.data.to(dtype) + + if isinstance(l, VisionTransformer): + # convert vision nn.Parameter projections + attr = getattr(l, "proj", None) + if attr is not None: + attr.data = attr.data.to(dtype) model.apply(_convert_weights) diff --git a/src/open_clip/model_configs/EVA01-g-14-plus.json b/src/open_clip/model_configs/EVA01-g-14-plus.json new file mode 100644 index 000000000..73f46a71e --- /dev/null +++ b/src/open_clip/model_configs/EVA01-g-14-plus.json @@ -0,0 +1,18 @@ +{ + "embed_dim": 1024, + "vision_cfg": { + "image_size": 224, + "timm_model_name": "eva_giant_patch14_224", + "timm_model_pretrained": false, + "timm_pool": "token", + "timm_proj": null + }, + "text_cfg": { + "context_length": 77, + "vocab_size": 49408, + "width": 1024, + "heads": 16, + "layers": 24 + }, + "custom_text": true +} \ No newline at end of file diff --git a/src/open_clip/model_configs/EVA01-g-14.json b/src/open_clip/model_configs/EVA01-g-14.json new file mode 100644 index 000000000..9d0e80f29 --- /dev/null +++ b/src/open_clip/model_configs/EVA01-g-14.json @@ -0,0 +1,18 @@ +{ + "embed_dim": 1024, + "vision_cfg": { + "image_size": 224, + "timm_model_name": "eva_giant_patch14_224", + "timm_model_pretrained": false, + "timm_pool": "token", + "timm_proj": null + }, + "text_cfg": { + "context_length": 77, + "vocab_size": 49408, + "width": 768, + "heads": 12, + "layers": 12 + }, + "custom_text": true +} \ No newline at end of file diff --git a/src/open_clip/model_configs/EVA02-B-16.json b/src/open_clip/model_configs/EVA02-B-16.json new file mode 100644 index 000000000..3f9235728 --- /dev/null +++ b/src/open_clip/model_configs/EVA02-B-16.json @@ -0,0 +1,18 @@ +{ + "embed_dim": 512, + "vision_cfg": { + "image_size": 224, + "timm_model_name": "eva02_base_patch16_clip_224", + "timm_model_pretrained": false, + "timm_pool": "token", + "timm_proj": null + }, + "text_cfg": { + "context_length": 77, + "vocab_size": 49408, + "width": 512, + "heads": 8, + "layers": 12 + }, + "custom_text": true +} \ No newline at end of file diff --git a/src/open_clip/model_configs/EVA02-E-14-plus.json b/src/open_clip/model_configs/EVA02-E-14-plus.json new file mode 100644 index 000000000..e250c2a40 --- /dev/null +++ b/src/open_clip/model_configs/EVA02-E-14-plus.json @@ -0,0 +1,18 @@ +{ + "embed_dim": 1024, + "vision_cfg": { + "image_size": 224, + "timm_model_name": "eva02_enormous_patch14_clip_224", + "timm_model_pretrained": false, + "timm_pool": "token", + "timm_proj": null + }, + "text_cfg": { + "context_length": 77, + "vocab_size": 49408, + "width": 1280, + "heads": 20, + "layers": 32 + }, + "custom_text": true +} \ No newline at end of file diff --git a/src/open_clip/model_configs/EVA02-E-14.json b/src/open_clip/model_configs/EVA02-E-14.json new file mode 100644 index 000000000..4b6648e25 --- /dev/null +++ b/src/open_clip/model_configs/EVA02-E-14.json @@ -0,0 +1,18 @@ +{ + "embed_dim": 1024, + "vision_cfg": { + "image_size": 224, + "timm_model_name": "eva02_enormous_patch14_clip_224", + "timm_model_pretrained": false, + "timm_pool": "token", + "timm_proj": null + }, + "text_cfg": { + "context_length": 77, + "vocab_size": 49408, + "width": 1024, + "heads": 16, + "layers": 24 + }, + "custom_text": true +} \ No newline at end of file diff --git a/src/open_clip/model_configs/EVA02-L-14-336.json b/src/open_clip/model_configs/EVA02-L-14-336.json new file mode 100644 index 000000000..2bb07f3c0 --- /dev/null +++ b/src/open_clip/model_configs/EVA02-L-14-336.json @@ -0,0 +1,18 @@ +{ + "embed_dim": 768, + "vision_cfg": { + "image_size": 336, + "timm_model_name": "eva02_large_patch14_clip_336", + "timm_model_pretrained": false, + "timm_pool": "token", + "timm_proj": null + }, + "text_cfg": { + "context_length": 77, + "vocab_size": 49408, + "width": 768, + "heads": 12, + "layers": 12 + }, + "custom_text": true +} \ No newline at end of file diff --git a/src/open_clip/model_configs/EVA02-L-14.json b/src/open_clip/model_configs/EVA02-L-14.json new file mode 100644 index 000000000..b4c7f377b --- /dev/null +++ b/src/open_clip/model_configs/EVA02-L-14.json @@ -0,0 +1,18 @@ +{ + "embed_dim": 768, + "vision_cfg": { + "image_size": 224, + "timm_model_name": "eva02_large_patch14_clip_224", + "timm_model_pretrained": false, + "timm_pool": "token", + "timm_proj": null + }, + "text_cfg": { + "context_length": 77, + "vocab_size": 49408, + "width": 768, + "heads": 12, + "layers": 12 + }, + "custom_text": true +} \ No newline at end of file diff --git a/src/open_clip/openai.py b/src/open_clip/openai.py index cc4e13e87..6c2c02352 100644 --- a/src/open_clip/openai.py +++ b/src/open_clip/openai.py @@ -9,6 +9,7 @@ import torch +from .constants import OPENAI_DATASET_MEAN, OPENAI_DATASET_STD from .model import build_model_from_openai_state_dict, convert_weights_to_lp, get_cast_dtype from .pretrained import get_pretrained_url, list_pretrained_models_by_tag, download_pretrained_from_url @@ -24,7 +25,6 @@ def load_openai_model( name: str, precision: Optional[str] = None, device: Optional[Union[str, torch.device]] = None, - jit: bool = True, cache_dir: Optional[str] = None, ): """Load a CLIP model @@ -37,8 +37,6 @@ def load_openai_model( Model precision, if None defaults to 'fp32' if device == 'cpu' else 'fp16'. device : Union[str, torch.device] The device to put the loaded model - jit : bool - Whether to load the optimized JIT model (default) or more hackable non-JIT model. cache_dir : Optional[str] The directory to cache the downloaded model weights @@ -63,82 +61,30 @@ def load_openai_model( try: # loading JIT archive - model = torch.jit.load(model_path, map_location=device if jit else "cpu").eval() + model = torch.jit.load(model_path, map_location="cpu").eval() state_dict = None except RuntimeError: # loading saved state dict - if jit: - warnings.warn(f"File {model_path} is not a JIT archive. Loading as a state dict instead") - jit = False state_dict = torch.load(model_path, map_location="cpu") - if not jit: - # Build a non-jit model from the OpenAI jitted model state dict - cast_dtype = get_cast_dtype(precision) - try: - model = build_model_from_openai_state_dict(state_dict or model.state_dict(), cast_dtype=cast_dtype) - except KeyError: - sd = {k[7:]: v for k, v in state_dict["state_dict"].items()} - model = build_model_from_openai_state_dict(sd, cast_dtype=cast_dtype) - - # model from OpenAI state dict is in manually cast fp16 mode, must be converted for AMP/fp32/bf16 use - model = model.to(device) - if precision.startswith('amp') or precision == 'fp32': - model.float() - elif precision == 'bf16': - convert_weights_to_lp(model, dtype=torch.bfloat16) - - return model - - # patch the device names - device_holder = torch.jit.trace(lambda: torch.ones([]).to(torch.device(device)), example_inputs=[]) - device_node = [n for n in device_holder.graph.findAllNodes("prim::Constant") if "Device" in repr(n)][-1] - - def patch_device(module): - try: - graphs = [module.graph] if hasattr(module, "graph") else [] - except RuntimeError: - graphs = [] - - if hasattr(module, "forward1"): - graphs.append(module.forward1.graph) - - for graph in graphs: - for node in graph.findAllNodes("prim::Constant"): - if "value" in node.attributeNames() and str(node["value"]).startswith("cuda"): - node.copyAttributes(device_node) - - model.apply(patch_device) - patch_device(model.encode_image) - patch_device(model.encode_text) - - # patch dtype to float32 (typically for CPU) - if precision == 'fp32': - float_holder = torch.jit.trace(lambda: torch.ones([]).float(), example_inputs=[]) - float_input = list(float_holder.graph.findNode("aten::to").inputs())[1] - float_node = float_input.node() - - def patch_float(module): - try: - graphs = [module.graph] if hasattr(module, "graph") else [] - except RuntimeError: - graphs = [] - - if hasattr(module, "forward1"): - graphs.append(module.forward1.graph) - - for graph in graphs: - for node in graph.findAllNodes("aten::to"): - inputs = list(node.inputs()) - for i in [1, 2]: # dtype can be the second or third argument to aten::to() - if inputs[i].node()["value"] == 5: - inputs[i].node().copyAttributes(float_node) - - model.apply(patch_float) - patch_float(model.encode_image) - patch_float(model.encode_text) + # Build a non-jit model from the OpenAI jitted model state dict + cast_dtype = get_cast_dtype(precision) + try: + model = build_model_from_openai_state_dict(state_dict or model.state_dict(), cast_dtype=cast_dtype) + except KeyError: + sd = {k[7:]: v for k, v in state_dict["state_dict"].items()} + model = build_model_from_openai_state_dict(sd, cast_dtype=cast_dtype) + + # model from OpenAI state dict is in manually cast fp16 mode, must be converted for AMP/fp32/bf16 use + model = model.to(device) + # FIXME support pure fp16/bf16 precision modes + if precision != 'fp16': model.float() + if precision == 'bf16': + # for bf16, convert back to low-precision + convert_weights_to_lp(model, dtype=torch.bfloat16) - # ensure image_size attr available at consistent location for both jit and non-jit - model.visual.image_size = model.input_resolution.item() + # add mean / std attributes for consistency with OpenCLIP models + model.visual.image_mean = OPENAI_DATASET_MEAN + model.visual.image_std = OPENAI_DATASET_STD return model diff --git a/src/open_clip/pretrained.py b/src/open_clip/pretrained.py index a747933a6..1465a2325 100644 --- a/src/open_clip/pretrained.py +++ b/src/open_clip/pretrained.py @@ -118,12 +118,6 @@ def _pcfg(url='', hf_hub='', mean=None, std=None): "https://github.com/mlfoundations/open_clip/releases/download/v0.2-weights/vit_b_16-laion400m_e31-00efa78f.pt"), laion400m_e32=_pcfg( "https://github.com/mlfoundations/open_clip/releases/download/v0.2-weights/vit_b_16-laion400m_e32-55e67d44.pt"), - # laion400m_32k=_pcfg( - # url="", - # mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5)), - # laion400m_64k=_pcfg( - # url="", - # mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5)), laion2b_s34b_b88k=_pcfg(hf_hub='laion/CLIP-ViT-B-16-laion2B-s34B-b88K/'), # DataComp-L models datacomp_l_s1b_b8k=_pcfg(hf_hub='laion/CLIP-ViT-B-16-DataComp.L-s1B-b8K/'), @@ -258,6 +252,34 @@ def _pcfg(url='', hf_hub='', mean=None, std=None): "convnext_xxlarge": _convnext_xxlarge, "coca_ViT-B-32": _coca_VITB32, "coca_ViT-L-14": _coca_VITL14, + "EVA01-g-14": dict( + # from QuanSun/EVA-CLIP/EVA01_CLIP_g_14_psz14_s11B.pt + laion400m_s11b_b41k=_pcfg(hf_hub='timm/eva_giant_patch14_clip_224.laion400m_s11b_b41k/'), + ), + "EVA01-g-14-plus": dict( + # from QuanSun/EVA-CLIP/EVA01_CLIP_g_14_plus_psz14_s11B.pt + merged2b_s11b_b114k=_pcfg(hf_hub='timm/eva_giant_patch14_plus_clip_224.merged2b_s11b_b114k/'), + ), + "EVA02-B-16": dict( + # from QuanSun/EVA-CLIP/EVA02_CLIP_B_psz16_s8B.pt + merged2b_s8b_b131k=_pcfg(hf_hub='timm/eva02_base_patch16_clip_224.merged2b_s8b_b131k/'), + ), + "EVA02-L-14": dict( + # from QuanSun/EVA-CLIP/EVA02_CLIP_L_psz14_s4B.pt + merged2b_s4b_b131k=_pcfg(hf_hub='timm/eva02_large_patch14_clip_224.merged2b_s4b_b131k/'), + ), + "EVA02-L-14-336": dict( + # from QuanSun/EVA-CLIP/EVA02_CLIP_L_336_psz14_s6B.pt + merged2b_s6b_b61k=_pcfg(hf_hub='timm/eva02_large_patch14_clip_336.merged2b_s6b_b61k/'), + ), + "EVA02-E-14": dict( + # from QuanSun/EVA-CLIP/EVA02_CLIP_E_psz14_s4B.pt + laion2b_s4b_b115k=_pcfg(hf_hub='timm/eva02_enormous_patch14_clip_224.laion2b_s4b_b115k/'), + ), + "EVA02-E-14-plus": dict( + # from QuanSun/EVA-CLIP/EVA02_CLIP_E_psz14_plus_s9B.pt + laion2b_s9b_b144k=_pcfg(hf_hub='timm/eva02_enormous_patch14_plus_clip_224.laion2b_s9b_b144k/'), + ) } diff --git a/src/open_clip/push_to_hf_hub.py b/src/open_clip/push_to_hf_hub.py index 188fc4ea5..464dd41aa 100644 --- a/src/open_clip/push_to_hf_hub.py +++ b/src/open_clip/push_to_hf_hub.py @@ -1,8 +1,9 @@ import argparse import json +import os from pathlib import Path from tempfile import TemporaryDirectory -from typing import Optional, Tuple +from typing import Literal, Optional, Tuple, Union import torch @@ -14,15 +15,26 @@ hf_hub_url, repo_type_and_id_from_hf_id, upload_folder, + list_repo_files, ) from huggingface_hub.utils import EntryNotFoundError _has_hf_hub = True except ImportError: _has_hf_hub = False +try: + import safetensors.torch + _has_safetensors = True +except ImportError: + _has_safetensors = False + from .factory import create_model_from_pretrained, get_model_config, get_tokenizer from .tokenizer import HFTokenizer +# Default name for a weights file hosted on the Huggingface Hub. +HF_WEIGHTS_NAME = "open_clip_pytorch_model.bin" # default pytorch pkl +HF_SAFE_WEIGHTS_NAME = "open_clip_model.safetensors" # safetensors version +HF_CONFIG_NAME = 'open_clip_config.json' def save_config_for_hf( model, @@ -47,14 +59,21 @@ def save_for_hf( tokenizer: HFTokenizer, model_config: dict, save_directory: str, - weights_filename='open_clip_pytorch_model.bin', - config_filename='open_clip_config.json', + safe_serialization: Union[bool, Literal["both"]] = False, + skip_weights : bool = False, ): + config_filename = HF_CONFIG_NAME + save_directory = Path(save_directory) save_directory.mkdir(exist_ok=True, parents=True) - weights_path = save_directory / weights_filename - torch.save(model.state_dict(), weights_path) + if not skip_weights: + tensors = model.state_dict() + if safe_serialization is True or safe_serialization == "both": + assert _has_safetensors, "`pip install safetensors` to use .safetensors" + safetensors.torch.save_file(tensors, save_directory / HF_SAFE_WEIGHTS_NAME) + if safe_serialization is False or safe_serialization == "both": + torch.save(tensors, save_directory / HF_WEIGHTS_NAME) tokenizer.save_pretrained(save_directory) @@ -73,6 +92,7 @@ def push_to_hf_hub( private: bool = False, create_pr: bool = False, model_card: Optional[dict] = None, + safe_serialization: Union[bool, Literal["both"]] = False, ): if not isinstance(tokenizer, HFTokenizer): # default CLIP tokenizers use https://huggingface.co/openai/clip-vit-large-patch14 @@ -86,7 +106,15 @@ def push_to_hf_hub( _, repo_owner, repo_name = repo_type_and_id_from_hf_id(repo_url) repo_id = f"{repo_owner}/{repo_name}" - # Check if README file already exist in repo + # Check if repo already exists and determine what needs updating + repo_exists = False + repo_files = {} + try: + repo_files = set(list_repo_files(repo_id)) + repo_exists = True + except Exception as e: + print('Repo does not exist', e) + try: get_hf_file_metadata(hf_hub_url(repo_id=repo_id, filename="README.md", revision=revision)) has_readme = True @@ -101,6 +129,7 @@ def push_to_hf_hub( tokenizer=tokenizer, model_config=model_config, save_directory=tmpdir, + safe_serialization=safe_serialization, ) # Add readme if it does not exist @@ -125,6 +154,7 @@ def push_pretrained_to_hf_hub( model_name, pretrained: str, repo_id: str, + precision: str = 'fp32', image_mean: Optional[Tuple[float, ...]] = None, image_std: Optional[Tuple[float, ...]] = None, commit_message: str = 'Add model', @@ -137,6 +167,7 @@ def push_pretrained_to_hf_hub( model, preprocess_eval = create_model_from_pretrained( model_name, pretrained=pretrained, + precision=precision, image_mean=image_mean, image_std=image_std, ) @@ -157,13 +188,15 @@ def push_pretrained_to_hf_hub( private=private, create_pr=create_pr, model_card=model_card, + safe_serialization='both', ) def generate_readme(model_card: dict, model_name: str): readme_text = "---\n" - readme_text += "tags:\n- zero-shot-image-classification\n- clip\n" + readme_text += "tags:\n- clip\n" readme_text += "library_name: open_clip\n" + readme_text += "pipeline_tag: zero-shot-image-classification\n" readme_text += f"license: {model_card.get('license', 'mit')}\n" if 'details' in model_card and 'Dataset' in model_card['details']: readme_text += 'datasets:\n' @@ -220,6 +253,9 @@ def generate_readme(model_card: dict, model_name: str): "--repo-id", type=str, help="Destination HF Hub repo-id ie 'organization/model_id'.", ) + parser.add_argument( + "--precision", type=str, default='fp32', + ) parser.add_argument( '--image-mean', type=float, nargs='+', default=None, metavar='MEAN', help='Override default image mean value of dataset') @@ -236,6 +272,7 @@ def generate_readme(model_card: dict, model_name: str): args.model, args.pretrained, args.repo_id, + precision=args.precision, image_mean=args.image_mean, # override image mean/std if trained w/ non defaults image_std=args.image_std, ) diff --git a/src/open_clip/timm_model.py b/src/open_clip/timm_model.py index dc71a693f..3d3f595d6 100644 --- a/src/open_clip/timm_model.py +++ b/src/open_clip/timm_model.py @@ -27,7 +27,6 @@ class TimmModel(nn.Module): """ timm model adapter - # FIXME this adapter is a work in progress, may change in ways that break weight compat """ def __init__( @@ -40,38 +39,59 @@ def __init__( proj_bias=False, drop=0., drop_path=None, + patch_drop=None, pretrained=False, ): super().__init__() if timm is None: raise RuntimeError("Please `pip install timm` to use timm models.") - self.image_size = to_2tuple(image_size) + + # setup kwargs that may not be common across all models timm_kwargs = {} if drop_path is not None: timm_kwargs['drop_path_rate'] = drop_path - self.trunk = timm.create_model(model_name, pretrained=pretrained, **timm_kwargs) - feat_size = self.trunk.default_cfg.get('pool_size', None) - feature_ndim = 1 if not feat_size else 2 - if pool in ('abs_attn', 'rot_attn'): - assert feature_ndim == 2 - # if attn pooling used, remove both classifier and default pool - self.trunk.reset_classifier(0, global_pool='') + if patch_drop is not None: + timm_kwargs['patch_drop_rate'] = patch_drop + + custom_pool = pool in ('abs_attn', 'rot_attn') + if not proj and not custom_pool: + # use network classifier head as projection if no proj specified and no custom pooling used + self.trunk = timm.create_model( + model_name, + num_classes=embed_dim, + global_pool=pool, + pretrained=pretrained, + **timm_kwargs, + ) + prev_chs = embed_dim else: - # reset global pool if pool config set, otherwise leave as network default - reset_kwargs = dict(global_pool=pool) if pool else {} - self.trunk.reset_classifier(0, **reset_kwargs) - prev_chs = self.trunk.num_features + self.trunk = timm.create_model( + model_name, + pretrained=pretrained, + **timm_kwargs, + ) + feat_size = self.trunk.default_cfg.get('pool_size', None) + feature_ndim = 1 if not feat_size else 2 + if custom_pool: + assert feature_ndim == 2 + # if attn pooling used, remove both classifier and default pool + self.trunk.reset_classifier(0, global_pool='') + else: + # reset global pool if pool config set, otherwise leave as network default + reset_kwargs = dict(global_pool=pool) if pool else {} + self.trunk.reset_classifier(0, **reset_kwargs) + prev_chs = self.trunk.num_features head_layers = OrderedDict() + + # Add custom pooling to head if pool == 'abs_attn': head_layers['pool'] = AbsAttentionPool2d(prev_chs, feat_size=feat_size, out_features=embed_dim) prev_chs = embed_dim elif pool == 'rot_attn': head_layers['pool'] = RotAttentionPool2d(prev_chs, out_features=embed_dim) prev_chs = embed_dim - else: - assert proj, 'projection layer needed if non-attention pooling is used.' # NOTE attention pool ends with a projection layer, so proj should usually be set to '' if such pooling is used if proj == 'linear': @@ -79,6 +99,8 @@ def __init__( head_layers['proj'] = nn.Linear(prev_chs, embed_dim, bias=proj_bias) elif proj == 'mlp': head_layers['mlp'] = Mlp(prev_chs, 2 * embed_dim, embed_dim, drop=(drop, 0), bias=(True, proj_bias)) + else: + assert not proj, f'Unknown projection type {proj}.' self.head = nn.Sequential(head_layers) diff --git a/src/training/main.py b/src/training/main.py index 5f7db9f41..2929d0121 100644 --- a/src/training/main.py +++ b/src/training/main.py @@ -396,6 +396,10 @@ def main(args): wandb.save(params_file) logging.debug('Finished loading wandb.') + if args.torchcompile: + logging.info('Compiling model...') + model = torch.compile(model) + if 'train' not in data: # If using int8, convert to inference mode. if args.use_bnb_linear is not None: diff --git a/src/training/params.py b/src/training/params.py index 816a8e1cb..31c841791 100644 --- a/src/training/params.py +++ b/src/training/params.py @@ -188,7 +188,7 @@ def parse_args(args): ) parser.add_argument( "--precision", - choices=["amp", "amp_bf16", "amp_bfloat16", "bf16", "fp16", "fp32"], + choices=["amp", "amp_bf16", "amp_bfloat16", "bf16", "fp16", "pure_bf16", "pure_fp16", "fp32"], default="amp", help="Floating point precision." ) @@ -281,6 +281,12 @@ def parse_args(args): action='store_true', help="torch.jit.script the model, also uses jit version of OpenAI models if pretrained=='openai'", ) + parser.add_argument( + "--torchcompile", + default=False, + action='store_true', + help="torch.compile() the model, requires pytorch 2.0 or later.", + ) parser.add_argument( "--trace", default=False, diff --git a/src/training/train.py b/src/training/train.py index e0a140f9c..e93d9d370 100644 --- a/src/training/train.py +++ b/src/training/train.py @@ -14,7 +14,7 @@ except ImportError: wandb = None -from open_clip import get_cast_dtype, CLIP, CustomTextCLIP +from open_clip import get_input_dtype, CLIP, CustomTextCLIP from .distributed import is_master from .zero_shot import zero_shot_eval from .precision import get_autocast @@ -62,7 +62,7 @@ def backward(total_loss, scaler): def train_one_epoch(model, data, loss, epoch, optimizer, scaler, scheduler, dist_model, args, tb_writer=None): device = torch.device(args.device) autocast = get_autocast(args.precision) - cast_dtype = get_cast_dtype(args.precision) + input_dtype = get_input_dtype(args.precision) model.train() @@ -89,7 +89,7 @@ def train_one_epoch(model, data, loss, epoch, optimizer, scaler, scheduler, dist scheduler(step) images, texts = batch - images = images.to(device=device, dtype=cast_dtype, non_blocking=True) + images = images.to(device=device, dtype=input_dtype, non_blocking=True) texts = texts.to(device=device, non_blocking=True) data_time_m.update(time.time() - end) @@ -244,7 +244,7 @@ def evaluate(model, data, epoch, args, tb_writer=None): metrics.update(zero_shot_metrics) autocast = get_autocast(args.precision) - cast_dtype = get_cast_dtype(args.precision) + input_dtype = get_input_dtype(args.precision) if 'val' in data and (args.val_frequency and ((epoch % args.val_frequency) == 0 or epoch == args.epochs)): dataloader = data['val'].dataloader @@ -259,7 +259,7 @@ def evaluate(model, data, epoch, args, tb_writer=None): with torch.no_grad(): for i, batch in enumerate(dataloader): images, texts = batch - images = images.to(device=device, dtype=cast_dtype, non_blocking=True) + images = images.to(device=device, dtype=input_dtype, non_blocking=True) texts = texts.to(device=device, non_blocking=True) with autocast(): diff --git a/src/training/zero_shot.py b/src/training/zero_shot.py index 045ec3e10..8265b424b 100644 --- a/src/training/zero_shot.py +++ b/src/training/zero_shot.py @@ -4,7 +4,7 @@ import torch.nn.functional as F from tqdm import tqdm -from open_clip import get_cast_dtype, get_tokenizer, build_zero_shot_classifier, \ +from open_clip import get_input_dtype, get_tokenizer, build_zero_shot_classifier, \ IMAGENET_CLASSNAMES, OPENAI_IMAGENET_TEMPLATES from .precision import get_autocast @@ -17,20 +17,18 @@ def accuracy(output, target, topk=(1,)): def run(model, classifier, dataloader, args): autocast = get_autocast(args.precision) - cast_dtype = get_cast_dtype(args.precision) + input_dtype = get_input_dtype(args.precision) with torch.no_grad(): top1, top5, n = 0., 0., 0. for images, target in tqdm(dataloader, unit_scale=args.batch_size): - images = images.to(args.device) - if cast_dtype is not None: - images = images.to(dtype=cast_dtype) + images = images.to(device=args.device, dtype=input_dtype) target = target.to(args.device) with autocast(): # predict - image_features = model.encode_image(images) - image_features = F.normalize(image_features, dim=-1) + output = model(image=images) + image_features = output['image_features'] if isinstance(output, dict) else output[0] logits = 100. * image_features @ classifier # measure accuracy diff --git a/tests/util_test.py b/tests/util_test.py index d09b09a2d..53380ddb1 100644 --- a/tests/util_test.py +++ b/tests/util_test.py @@ -209,10 +209,9 @@ def __init__(self, model, model_name, output_dict=True) -> None: def forward(self, image, text): x = self.model(image, text) - if self.output_dict: - out = self.head(x["image_features"]) - else: - out = self.head(x[0]) + x = x['image_features'] if self.output_dict else x[0] + assert x is not None # remove Optional[], type refinement for torchscript + out = self.head(x) return {"test_output": out} def main(args): From d20618c63b23cd80b3bca50b0300756cd8647759 Mon Sep 17 00:00:00 2001 From: Santiago Castro Date: Mon, 8 May 2023 16:00:19 -0400 Subject: [PATCH 04/92] Support serial-worker training --- src/training/data.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/training/data.py b/src/training/data.py index 217667a9d..2ed076d96 100644 --- a/src/training/data.py +++ b/src/training/data.py @@ -418,7 +418,7 @@ def get_wds_dataset(args, preprocess_img, is_train, epoch=0, floor=False, tokeni batch_size=None, shuffle=False, num_workers=args.workers, - persistent_workers=True, + persistent_workers=args.workers > 0, ) # FIXME not clear which approach is better, with_epoch before vs after dataloader? From 5cc15d8445b3d534e250456ff3cdc0ea4de9a4ac Mon Sep 17 00:00:00 2001 From: Santiago Castro Date: Fri, 12 May 2023 23:55:24 -0400 Subject: [PATCH 05/92] Fix code not working with Python 3.7 (#530) * Fix code not working with Python 3.7 * Update requirements.txt * Update requirements-training.txt * Update push_to_hf_hub.py * Update requirements.txt * Update requirements-training.txt --- src/open_clip/push_to_hf_hub.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/open_clip/push_to_hf_hub.py b/src/open_clip/push_to_hf_hub.py index 464dd41aa..6e6271da1 100644 --- a/src/open_clip/push_to_hf_hub.py +++ b/src/open_clip/push_to_hf_hub.py @@ -3,7 +3,7 @@ import os from pathlib import Path from tempfile import TemporaryDirectory -from typing import Literal, Optional, Tuple, Union +from typing import Optional, Tuple, Union import torch @@ -59,7 +59,7 @@ def save_for_hf( tokenizer: HFTokenizer, model_config: dict, save_directory: str, - safe_serialization: Union[bool, Literal["both"]] = False, + safe_serialization: Union[bool, str] = False, skip_weights : bool = False, ): config_filename = HF_CONFIG_NAME @@ -92,7 +92,7 @@ def push_to_hf_hub( private: bool = False, create_pr: bool = False, model_card: Optional[dict] = None, - safe_serialization: Union[bool, Literal["both"]] = False, + safe_serialization: Union[bool, str] = False, ): if not isinstance(tokenizer, HFTokenizer): # default CLIP tokenizers use https://huggingface.co/openai/clip-vit-large-patch14 From 9b2b15606417cabc03c3eed897105da8b760f66d Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Mon, 15 May 2023 08:40:45 -0700 Subject: [PATCH 06/92] Release 2.20.0 --- src/open_clip/version.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/open_clip/version.py b/src/open_clip/version.py index 6d2db50c0..a910817da 100644 --- a/src/open_clip/version.py +++ b/src/open_clip/version.py @@ -1 +1 @@ -__version__ = '2.19.0' +__version__ = '2.20.0' From e503cddc821096b6fa1d405c8c5fe16dfffc3d9b Mon Sep 17 00:00:00 2001 From: moro-no-kimi Date: Mon, 15 May 2023 11:35:08 -0400 Subject: [PATCH 07/92] default clip_loss to 0 when finetuning --- src/open_clip/loss.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/src/open_clip/loss.py b/src/open_clip/loss.py index 4fbf61dac..3a8bfb901 100644 --- a/src/open_clip/loss.py +++ b/src/open_clip/loss.py @@ -158,8 +158,12 @@ def __init__( self.caption_loss = nn.CrossEntropyLoss(ignore_index=pad_id) def forward(self, image_features, text_features, logits, labels, logit_scale, output_dict=False): - clip_loss = super().forward(image_features, text_features, logit_scale) - clip_loss = self.clip_loss_weight * clip_loss + + clip_loss = 0 + + if self.clip_loss_weight: + clip_loss = super().forward(image_features, text_features, logit_scale) + clip_loss = self.clip_loss_weight * clip_loss caption_loss = self.caption_loss( logits.permute(0, 2, 1), From 102c77327078c4f4290baf2680e9a2ecfaad162b Mon Sep 17 00:00:00 2001 From: Giovanni Puccetti Date: Wed, 28 Jun 2023 14:37:03 +0200 Subject: [PATCH 08/92] Tiny CI fix (#553) * maybe fix ci * add space * act if no .test_durations * missing file is fine --- .github/workflows/ci.yml | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index c7314f628..2681b943e 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -93,9 +93,11 @@ jobs: - name: Unit tests run: | source .env/bin/activate - touch .test_durations - cp .test_durations durations_1 - mv .test_durations durations_2 + if [[ -f .test_durations ]] + then + cp .test_durations durations_1 + mv .test_durations durations_2 + fi python -m pytest \ -x -s -v \ --splitting-algorithm least_duration \ From 269592fbd7678aba4287fe09b203b4018966538b Mon Sep 17 00:00:00 2001 From: Sepehr Sameni Date: Tue, 18 Jul 2023 15:24:50 -0700 Subject: [PATCH 09/92] fix typo in description of args (#562) --- src/training/params.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/training/params.py b/src/training/params.py index 31c841791..c33312f80 100644 --- a/src/training/params.py +++ b/src/training/params.py @@ -370,13 +370,13 @@ def parse_args(args): "--lock-text-unlocked-layers", type=int, default=0, - help="Leave last n image tower layer groups unlocked.", + help="Leave last n text tower layer groups unlocked.", ) parser.add_argument( "--lock-text-freeze-layer-norm", default=False, action='store_true', - help="Freeze BatchNorm running stats in image tower for any locked layers.", + help="Freeze BatchNorm running stats in text tower for any locked layers.", ) parser.add_argument( "--log-every-n-steps", From b0226476493cd6da7523a178b7d6efc847598de9 Mon Sep 17 00:00:00 2001 From: Giovanni Puccetti Date: Wed, 19 Jul 2023 00:25:32 +0200 Subject: [PATCH 10/92] change clip loss (#561) --- src/open_clip/loss.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/open_clip/loss.py b/src/open_clip/loss.py index 3a8bfb901..0dd048935 100644 --- a/src/open_clip/loss.py +++ b/src/open_clip/loss.py @@ -159,7 +159,7 @@ def __init__( def forward(self, image_features, text_features, logits, labels, logit_scale, output_dict=False): - clip_loss = 0 + clip_loss = torch.tensor(0) if self.clip_loss_weight: clip_loss = super().forward(image_features, text_features, logit_scale) From 594e14fe187872c5837248266e279eba615837fc Mon Sep 17 00:00:00 2001 From: Jason Chou Date: Thu, 27 Jul 2023 14:15:49 -0700 Subject: [PATCH 11/92] Fix typo: "close openclip" -> "clone openclip" (#582) --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 2e4ac9955..aa3c975b5 100644 --- a/README.md +++ b/README.md @@ -121,7 +121,7 @@ You can then install openclip for training with `pip install 'open_clip_torch[tr #### Development -If you want to make changes to contribute code, you can close openclip then run `make install` in openclip folder (after creating a virtualenv) +If you want to make changes to contribute code, you can clone openclip then run `make install` in openclip folder (after creating a virtualenv) Install pip PyTorch as per https://pytorch.org/get-started/locally/ From 06edb6a555e1441e41684a1b1f6dc6ec68415bd4 Mon Sep 17 00:00:00 2001 From: Jason Chou Date: Tue, 8 Aug 2023 16:44:29 -0700 Subject: [PATCH 12/92] Fix malformed `--train-data` argument example (#592) Unbalanced quotation marks --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index aa3c975b5..f7d18739c 100644 --- a/README.md +++ b/README.md @@ -196,7 +196,7 @@ In the paper, they also finetuned without the patch dropout at the end. You can #### Multiple data sources OpenCLIP supports using multiple data sources, by separating different data paths with `::`. -For instance, to train on CC12M and on LAION, one might use `--train-data '/data/cc12m/cc12m-train-{0000..2175}.tar'::/data/LAION-400M/{00000..41455}.tar"`. +For instance, to train on CC12M and on LAION, one might use `--train-data '/data/cc12m/cc12m-train-{0000..2175}.tar'::'/data/LAION-400M/{00000..41455}.tar'`. Using `--dataset-resampled` is recommended for these cases. By default, on expectation the amount of times the model will see a sample from each source is proportional to the size of the source. From cb37004c2df59432b275bea85b05dbf0520dfbac Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Gabriel=20Ilharco=20Magalh=C3=A3es?= Date: Tue, 8 Aug 2023 17:24:14 -0700 Subject: [PATCH 13/92] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index f7d18739c..0d14bd079 100644 --- a/README.md +++ b/README.md @@ -196,7 +196,7 @@ In the paper, they also finetuned without the patch dropout at the end. You can #### Multiple data sources OpenCLIP supports using multiple data sources, by separating different data paths with `::`. -For instance, to train on CC12M and on LAION, one might use `--train-data '/data/cc12m/cc12m-train-{0000..2175}.tar'::'/data/LAION-400M/{00000..41455}.tar'`. +For instance, to train on CC12M and on LAION, one might use `--train-data "/data/cc12m/cc12m-train-{0000..2175}.tar::/data/LAION-400M/{00000..41455}.tar"`. Using `--dataset-resampled` is recommended for these cases. By default, on expectation the amount of times the model will see a sample from each source is proportional to the size of the source. From 8f55557d9b5af6620676e71a9ccd2cc12a402d55 Mon Sep 17 00:00:00 2001 From: Chris Wendler Date: Sat, 26 Aug 2023 18:45:31 +0200 Subject: [PATCH 14/92] Update README.md (#607) make --dataset-resampled flag visually more prominent --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 0d14bd079..c25c07db2 100644 --- a/README.md +++ b/README.md @@ -183,7 +183,7 @@ numerical results as the naïve method. #### Epochs -For larger datasets (eg Laion2B), we recommend setting --train-num-samples to a lower value than the full epoch, for example `--train-num-samples 135646078` to 1/16 of an epoch in conjunction with --dataset-resampled to do sampling with replacement. This allows having frequent checkpoints to evaluate more often. +For larger datasets (eg Laion2B), we recommend setting `--train-num-samples` to a lower value than the full epoch, for example `--train-num-samples 135646078` to 1/16 of an epoch in conjunction with `--dataset-resampled` to do sampling with replacement. This allows having frequent checkpoints to evaluate more often. #### Patch Dropout From ad85104c4596b5db4bea74b28493ba429c880c84 Mon Sep 17 00:00:00 2001 From: Jason Chou Date: Mon, 28 Aug 2023 12:31:04 -0700 Subject: [PATCH 15/92] Fix `text.transformer.embeddings.position_ids` key error (#595) * fix create_model & test * better fix: explained & strict --- src/open_clip/factory.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/src/open_clip/factory.py b/src/open_clip/factory.py index ac8596eab..72a4e4d18 100644 --- a/src/open_clip/factory.py +++ b/src/open_clip/factory.py @@ -100,6 +100,10 @@ def load_checkpoint(model, checkpoint_path, strict=True): # detect old format and make compatible with new format if 'positional_embedding' in state_dict and not hasattr(model, 'positional_embedding'): state_dict = convert_to_custom_text_state_dict(state_dict) + # Certain text transformers no longer expect position_ids after transformers==4.31 + position_id_key = 'text.transformer.embeddings.position_ids' + if position_id_key in state_dict and not hasattr(model, position_id_key): + del state_dict[position_id_key] resize_pos_embed(state_dict, model) incompatible_keys = model.load_state_dict(state_dict, strict=strict) return incompatible_keys From 2ffd2cbf71074007560049f1b9cddb76cc7833c5 Mon Sep 17 00:00:00 2001 From: Jason Chou Date: Mon, 28 Aug 2023 12:44:25 -0700 Subject: [PATCH 16/92] Fix typos: "currenlty" -> "currently", "your" -> "you're" (#583) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-authored-by: Gabriel Ilharco Magalhães --- src/training/main.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/training/main.py b/src/training/main.py index 2929d0121..4f2172808 100644 --- a/src/training/main.py +++ b/src/training/main.py @@ -232,7 +232,7 @@ def main(args): output_dict=True, ) if args.distill: - # FIXME: currenlty assumes the model your distilling from has the same tokenizer & transforms. + # FIXME: currently assumes the model you're distilling from has the same tokenizer & transforms. dist_model, _, _ = create_model_and_transforms( args.distill_model, args.distill_pretrained, From 28cb5dda5c40c404d0a5e425af3c18bcc6997049 Mon Sep 17 00:00:00 2001 From: Zi-Yuan Hu <43438692+HenryHZY@users.noreply.github.com> Date: Tue, 29 Aug 2023 03:59:33 +0800 Subject: [PATCH 17/92] Update README.md (#593) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Update open_clip.list_pretrained() Co-authored-by: Gabriel Ilharco Magalhães --- README.md | 167 ++++++++++++++++++++++++++++-------------------------- 1 file changed, 87 insertions(+), 80 deletions(-) diff --git a/README.md b/README.md index c25c07db2..9da04585d 100644 --- a/README.md +++ b/README.md @@ -591,86 +591,93 @@ Future trained models will use nn.GELU. ```python >>> import open_clip >>> open_clip.list_pretrained() -[('RN50', 'openai'), -('RN50', 'yfcc15m'), -('RN50', 'cc12m'), -('RN50-quickgelu', 'openai'), -('RN50-quickgelu', 'yfcc15m'), -('RN50-quickgelu', 'cc12m'), -('RN101', 'openai'), -('RN101', 'yfcc15m'), -('RN101-quickgelu', 'openai'), -('RN101-quickgelu', 'yfcc15m'), -('RN50x4', 'openai'), -('RN50x16', 'openai'), -('RN50x64', 'openai'), -('ViT-B-32', 'openai'), -('ViT-B-32', 'laion400m_e31'), -('ViT-B-32', 'laion400m_e32'), -('ViT-B-32', 'laion2b_e16'), -('ViT-B-32', 'laion2b_s34b_b79k'), -('ViT-B-32', 'datacomp_m_s128m_b4k'), -('ViT-B-32', 'commonpool_m_clip_s128m_b4k'), -('ViT-B-32', 'commonpool_m_laion_s128m_b4k'), -('ViT-B-32', 'commonpool_m_image_s128m_b4k'), -('ViT-B-32', 'commonpool_m_text_s128m_b4k'), -('ViT-B-32', 'commonpool_m_basic_s128m_b4k'), -('ViT-B-32', 'commonpool_m_s128m_b4k'), -('ViT-B-32', 'datacomp_s_s13m_b4k'), -('ViT-B-32', 'commonpool_s_clip_s13m_b4k'), -('ViT-B-32', 'commonpool_s_laion_s13m_b4k'), -('ViT-B-32', 'commonpool_s_image_s13m_b4k'), -('ViT-B-32', 'commonpool_s_text_s13m_b4k'), -('ViT-B-32', 'commonpool_s_basic_s13m_b4k'), -('ViT-B-32', 'commonpool_s_s13m_b4k'), -('ViT-B-32-quickgelu', 'openai'), -('ViT-B-32-quickgelu', 'laion400m_e31'), -('ViT-B-32-quickgelu', 'laion400m_e32'), -('ViT-B-16', 'openai'), -('ViT-B-16', 'laion400m_e31'), -('ViT-B-16', 'laion400m_e32'), -('ViT-B-16', 'laion2b_s34b_b88k'), -('ViT-B-16', 'datacomp_l_s1b_b8k'), -('ViT-B-16', 'commonpool_l_clip_s1b_b8k'), -('ViT-B-16', 'commonpool_l_laion_s1b_b8k'), -('ViT-B-16', 'commonpool_l_image_s1b_b8k'), -('ViT-B-16', 'commonpool_l_text_s1b_b8k'), -('ViT-B-16', 'commonpool_l_basic_s1b_b8k'), -('ViT-B-16', 'commonpool_l_s1b_b8k'), -('ViT-B-16-plus-240', 'laion400m_e31'), -('ViT-B-16-plus-240', 'laion400m_e32'), -('ViT-L-14', 'openai'), -('ViT-L-14', 'laion400m_e31'), -('ViT-L-14', 'laion400m_e32'), -('ViT-L-14', 'laion2b_s32b_b82k'), -('ViT-L-14', 'datacomp_xl_s13b_b90k'), -('ViT-L-14', 'commonpool_xl_clip_s13b_b90k'), -('ViT-L-14', 'commonpool_xl_laion_s13b_b90k'), -('ViT-L-14', 'commonpool_xl_s13b_b90k'), -('ViT-L-14-336', 'openai'), -('ViT-H-14', 'laion2b_s32b_b79k'), -('ViT-g-14', 'laion2b_s12b_b42k'), -('ViT-g-14', 'laion2b_s34b_b88k'), -('ViT-bigG-14', 'laion2b_s39b_b160k'), -('roberta-ViT-B-32', 'laion2b_s12b_b32k'), -('xlm-roberta-base-ViT-B-32', 'laion5b_s13b_b90k'), -('xlm-roberta-large-ViT-H-14', 'frozen_laion5b_s13b_b90k'), -('convnext_base', 'laion400m_s13b_b51k'), -('convnext_base_w', 'laion2b_s13b_b82k'), -('convnext_base_w', 'laion2b_s13b_b82k_augreg'), -('convnext_base_w', 'laion_aesthetic_s13b_b82k'), -('convnext_base_w_320', 'laion_aesthetic_s13b_b82k'), -('convnext_base_w_320', 'laion_aesthetic_s13b_b82k_augreg'), -('convnext_large_d', 'laion2b_s26b_b102k_augreg'), -('convnext_large_d_320', 'laion2b_s29b_b131k_ft'), -('convnext_large_d_320', 'laion2b_s29b_b131k_ft_soup'), -('convnext_xxlarge', 'laion2b_s34b_b82k_augreg'), -('convnext_xxlarge', 'laion2b_s34b_b82k_augreg_rewind'), -('convnext_xxlarge', 'laion2b_s34b_b82k_augreg_soup'), -('coca_ViT-B-32', 'laion2b_s13b_b90k'), -('coca_ViT-B-32', 'mscoco_finetuned_laion2b_s13b_b90k'), -('coca_ViT-L-14', 'laion2b_s13b_b90k'), -('coca_ViT-L-14', 'mscoco_finetuned_laion2b_s13b_b90k') +[('RN50', 'openai'), +('RN50', 'yfcc15m'), +('RN50', 'cc12m'), +('RN50-quickgelu', 'openai'), +('RN50-quickgelu', 'yfcc15m'), +('RN50-quickgelu', 'cc12m'), +('RN101', 'openai'), +('RN101', 'yfcc15m'), +('RN101-quickgelu', 'openai'), +('RN101-quickgelu', 'yfcc15m'), +('RN50x4', 'openai'), +('RN50x16', 'openai'), +('RN50x64', 'openai'), +('ViT-B-32', 'openai'), +('ViT-B-32', 'laion400m_e31'), +('ViT-B-32', 'laion400m_e32'), +('ViT-B-32', 'laion2b_e16'), +('ViT-B-32', 'laion2b_s34b_b79k'), +('ViT-B-32', 'datacomp_m_s128m_b4k'), +('ViT-B-32', 'commonpool_m_clip_s128m_b4k'), +('ViT-B-32', 'commonpool_m_laion_s128m_b4k'), +('ViT-B-32', 'commonpool_m_image_s128m_b4k'), +('ViT-B-32', 'commonpool_m_text_s128m_b4k'), +('ViT-B-32', 'commonpool_m_basic_s128m_b4k'), +('ViT-B-32', 'commonpool_m_s128m_b4k'), +('ViT-B-32', 'datacomp_s_s13m_b4k'), +('ViT-B-32', 'commonpool_s_clip_s13m_b4k'), +('ViT-B-32', 'commonpool_s_laion_s13m_b4k'), +('ViT-B-32', 'commonpool_s_image_s13m_b4k'), +('ViT-B-32', 'commonpool_s_text_s13m_b4k'), +('ViT-B-32', 'commonpool_s_basic_s13m_b4k'), +('ViT-B-32', 'commonpool_s_s13m_b4k'), +('ViT-B-32-quickgelu', 'openai'), +('ViT-B-32-quickgelu', 'laion400m_e31'), +('ViT-B-32-quickgelu', 'laion400m_e32'), +('ViT-B-16', 'openai'), +('ViT-B-16', 'laion400m_e31'), +('ViT-B-16', 'laion400m_e32'), +('ViT-B-16', 'laion2b_s34b_b88k'), +('ViT-B-16', 'datacomp_l_s1b_b8k'), +('ViT-B-16', 'commonpool_l_clip_s1b_b8k'), +('ViT-B-16', 'commonpool_l_laion_s1b_b8k'), +('ViT-B-16', 'commonpool_l_image_s1b_b8k'), +('ViT-B-16', 'commonpool_l_text_s1b_b8k'), +('ViT-B-16', 'commonpool_l_basic_s1b_b8k'), +('ViT-B-16', 'commonpool_l_s1b_b8k'), +('ViT-B-16-plus-240', 'laion400m_e31'), +('ViT-B-16-plus-240', 'laion400m_e32'), +('ViT-L-14', 'openai'), +('ViT-L-14', 'laion400m_e31'), +('ViT-L-14', 'laion400m_e32'), +('ViT-L-14', 'laion2b_s32b_b82k'), +('ViT-L-14', 'datacomp_xl_s13b_b90k'), +('ViT-L-14', 'commonpool_xl_clip_s13b_b90k'), +('ViT-L-14', 'commonpool_xl_laion_s13b_b90k'), +('ViT-L-14', 'commonpool_xl_s13b_b90k'), +('ViT-L-14-336', 'openai'), +('ViT-H-14', 'laion2b_s32b_b79k'), +('ViT-g-14', 'laion2b_s12b_b42k'), +('ViT-g-14', 'laion2b_s34b_b88k'), +('ViT-bigG-14', 'laion2b_s39b_b160k'), +('roberta-ViT-B-32', 'laion2b_s12b_b32k'), +('xlm-roberta-base-ViT-B-32', 'laion5b_s13b_b90k'), +('xlm-roberta-large-ViT-H-14', 'frozen_laion5b_s13b_b90k'), +('convnext_base', 'laion400m_s13b_b51k'), +('convnext_base_w', 'laion2b_s13b_b82k'), +('convnext_base_w', 'laion2b_s13b_b82k_augreg'), +('convnext_base_w', 'laion_aesthetic_s13b_b82k'), +('convnext_base_w_320', 'laion_aesthetic_s13b_b82k'), +('convnext_base_w_320', 'laion_aesthetic_s13b_b82k_augreg'), +('convnext_large_d', 'laion2b_s26b_b102k_augreg'), +('convnext_large_d_320', 'laion2b_s29b_b131k_ft'), +('convnext_large_d_320', 'laion2b_s29b_b131k_ft_soup'), +('convnext_xxlarge', 'laion2b_s34b_b82k_augreg'), +('convnext_xxlarge', 'laion2b_s34b_b82k_augreg_rewind'), +('convnext_xxlarge', 'laion2b_s34b_b82k_augreg_soup'), +('coca_ViT-B-32', 'laion2b_s13b_b90k'), +('coca_ViT-B-32', 'mscoco_finetuned_laion2b_s13b_b90k'), +('coca_ViT-L-14', 'laion2b_s13b_b90k'), +('coca_ViT-L-14', 'mscoco_finetuned_laion2b_s13b_b90k'), +('EVA01-g-14', 'laion400m_s11b_b41k'), +('EVA01-g-14-plus', 'merged2b_s11b_b114k'), +('EVA02-B-16', 'merged2b_s8b_b131k'), +('EVA02-L-14', 'merged2b_s4b_b131k'), +('EVA02-L-14-336', 'merged2b_s6b_b61k'), +('EVA02-E-14', 'laion2b_s4b_b115k'), +('EVA02-E-14-plus', 'laion2b_s9b_b144k') ] >>> model, train_transform, eval_transform = open_clip.create_model_and_transforms('ViT-B-32', pretrained='laion2b_s34b_b79k') From 8328d0f957982913b14bbf82f1a7b66f646c35f7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Gabriel=20Ilharco=20Magalh=C3=A3es?= Date: Wed, 30 Aug 2023 13:07:22 -0700 Subject: [PATCH 18/92] Update README.md --- README.md | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/README.md b/README.md index 9da04585d..4635b39b9 100644 --- a/README.md +++ b/README.md @@ -813,6 +813,16 @@ If you found this repository useful, please consider citing: } ``` +```bibtex +@inproceedings{cherti2023reproducible, + title={Reproducible scaling laws for contrastive language-image learning}, + author={Cherti, Mehdi and Beaumont, Romain and Wightman, Ross and Wortsman, Mitchell and Ilharco, Gabriel and Gordon, Cade and Schuhmann, Christoph and Schmidt, Ludwig and Jitsev, Jenia}, + booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, + pages={2818--2829}, + year={2023} +} +``` + ```bibtex @inproceedings{Radford2021LearningTV, title={Learning Transferable Visual Models From Natural Language Supervision}, From 66b0cfa70f440d85cedac30e082762cbc2efbc38 Mon Sep 17 00:00:00 2001 From: Jason Chou Date: Tue, 5 Sep 2023 12:44:05 -0700 Subject: [PATCH 19/92] `doest not` -> `does not` (#621) --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 4635b39b9..4922e47b8 100644 --- a/README.md +++ b/README.md @@ -168,7 +168,7 @@ python -m training.main \ ``` Note: `imagenet-val` is the path to the *validation* set of ImageNet for zero-shot evaluation, not the training set! -You can remove this argument if you do not want to perform zero-shot evaluation on ImageNet throughout training. Note that the `val` folder should contain subfolders. If it doest not, please use [this script](https://raw.githubusercontent.com/soumith/imagenetloader.torch/master/valprep.sh). +You can remove this argument if you do not want to perform zero-shot evaluation on ImageNet throughout training. Note that the `val` folder should contain subfolders. If it does not, please use [this script](https://raw.githubusercontent.com/soumith/imagenetloader.torch/master/valprep.sh). ### Multi-GPU and Beyond From 1ce360d4eda57bb88ba6cea33b8cd0f32319c7ab Mon Sep 17 00:00:00 2001 From: EIFY Date: Fri, 18 Aug 2023 13:17:31 -0700 Subject: [PATCH 20/92] Update timm to 0.9.5 Models like eva_giant_patch14_224 require timm 0.9.x --- requirements-test.txt | 2 +- requirements-training.txt | 2 +- requirements.txt | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/requirements-test.txt b/requirements-test.txt index 5d2e7e147..ae2a0563f 100644 --- a/requirements-test.txt +++ b/requirements-test.txt @@ -1,4 +1,4 @@ pytest-split==0.8.0 pytest==7.2.0 transformers -timm==0.6.11 +timm>=0.9.5 diff --git a/requirements-training.txt b/requirements-training.txt index c44eb61d7..0f4970476 100644 --- a/requirements-training.txt +++ b/requirements-training.txt @@ -8,5 +8,5 @@ pandas braceexpand huggingface_hub transformers -timm +timm>=0.9.5 fsspec diff --git a/requirements.txt b/requirements.txt index 6a469e6fb..7b4ba50f6 100644 --- a/requirements.txt +++ b/requirements.txt @@ -6,4 +6,4 @@ tqdm huggingface_hub sentencepiece protobuf<4 -timm +timm>=0.9.5 From c2e757214705f6240a4fabf25870ca46ed9c2ae2 Mon Sep 17 00:00:00 2001 From: EIFY Date: Mon, 11 Sep 2023 12:57:15 -0700 Subject: [PATCH 21/92] relax back the main `requirements.txt` --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 7b4ba50f6..6a469e6fb 100644 --- a/requirements.txt +++ b/requirements.txt @@ -6,4 +6,4 @@ tqdm huggingface_hub sentencepiece protobuf<4 -timm>=0.9.5 +timm From fa1a8619b01f8dc3271a9b081ccb0df6626d1c91 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Mon, 11 Sep 2023 12:50:14 -0700 Subject: [PATCH 22/92] Convert JIT model (on state dict load) to sd for pretrained='filename.pt' support for OpenAI .pt files. Fix #622 --- src/open_clip/factory.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/src/open_clip/factory.py b/src/open_clip/factory.py index 72a4e4d18..e4f0b7632 100644 --- a/src/open_clip/factory.py +++ b/src/open_clip/factory.py @@ -88,6 +88,10 @@ def load_state_dict(checkpoint_path: str, map_location='cpu'): checkpoint = torch.load(checkpoint_path, map_location=map_location) if isinstance(checkpoint, dict) and 'state_dict' in checkpoint: state_dict = checkpoint['state_dict'] + elif isinstance(checkpoint, torch.jit.ScriptModule): + state_dict = checkpoint.state_dict() + for key in ["input_resolution", "context_length", "vocab_size"]: + state_dict.pop(key, None) else: state_dict = checkpoint if next(iter(state_dict.items()))[0].startswith('module'): From ffb224319919c4641d9ab89e1709870f172916ad Mon Sep 17 00:00:00 2001 From: Nikolaus Korfhage Date: Thu, 14 Sep 2023 13:07:44 +0200 Subject: [PATCH 23/92] Fixed padding error in ResizeMaxSize --- src/open_clip/transform.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/open_clip/transform.py b/src/open_clip/transform.py index 748884a3c..ab13a21aa 100644 --- a/src/open_clip/transform.py +++ b/src/open_clip/transform.py @@ -40,9 +40,10 @@ def forward(self, img): else: width, height = img.size scale = self.max_size / float(max(height, width)) + new_size = tuple(round(dim * scale) for dim in (height, width)) if scale != 1.0: - new_size = tuple(round(dim * scale) for dim in (height, width)) img = F.resize(img, new_size, self.interpolation) + if not width == height: pad_h = self.max_size - new_size[0] pad_w = self.max_size - new_size[1] img = F.pad(img, padding=[pad_w//2, pad_h//2, pad_w - pad_w//2, pad_h - pad_h//2], fill=self.fill) From 34783c9905d6b50997cd56c2d6a3e834d4dc9368 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Thu, 14 Sep 2023 14:12:37 -0700 Subject: [PATCH 24/92] Update default # workers from 1 -> 4 --- src/training/params.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/training/params.py b/src/training/params.py index c33312f80..18ed9364d 100644 --- a/src/training/params.py +++ b/src/training/params.py @@ -120,7 +120,7 @@ def parse_args(args): help="Optional identifier for the experiment when storing logs. Otherwise use current time.", ) parser.add_argument( - "--workers", type=int, default=1, help="Number of dataloader workers per GPU." + "--workers", type=int, default=4, help="Number of dataloader workers per GPU." ) parser.add_argument( "--batch-size", type=int, default=64, help="Batch size per GPU." From ba16fc636d149a945069d606db573a7c70d4a5de Mon Sep 17 00:00:00 2001 From: EIFY Date: Mon, 18 Sep 2023 13:15:25 -0700 Subject: [PATCH 25/92] compiled model state_dict() workaround Pytorch 2.0 adds '_orig_mod.' prefix to keys of state_dict() of compiled models. For compatibility, we save state_dict() of the original model, which shares the weights without the prefix. --- src/training/main.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/src/training/main.py b/src/training/main.py index 4f2172808..d7e586ecf 100644 --- a/src/training/main.py +++ b/src/training/main.py @@ -396,9 +396,13 @@ def main(args): wandb.save(params_file) logging.debug('Finished loading wandb.') + # Pytorch 2.0 adds '_orig_mod.' prefix to keys of state_dict() of compiled models. + # For compatibility, we save state_dict() of the original model, which shares the + # weights without the prefix. + original_model = model if args.torchcompile: logging.info('Compiling model...') - model = torch.compile(model) + model = torch.compile(original_model) if 'train' not in data: # If using int8, convert to inference mode. @@ -426,7 +430,7 @@ def main(args): checkpoint_dict = { "epoch": completed_epoch, "name": args.name, - "state_dict": model.state_dict(), + "state_dict": original_model.state_dict(), "optimizer": optimizer.state_dict(), } if scaler is not None: From a39f3a27e1747a49ffadb8a07c1460b866bc2f9f Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Fri, 22 Sep 2023 12:17:11 -0700 Subject: [PATCH 26/92] SigLIP impl (#634) * Initial SigLIP impl * Add logit_bias to custom text clip * non-dict model output wrong way around wrt logit_bias * Disable diving loss by world size, better without * A bit of cleanup * Add bidirectional exchange option, more cleanup * Add reference in siglip docstring * Remove some comments after further verification * bidir exchange by default * Proper bidir default --- src/open_clip/factory.py | 19 +++- src/open_clip/loss.py | 198 +++++++++++++++++++++++++++++++++++++++ src/open_clip/model.py | 35 ++++++- src/training/main.py | 5 + src/training/params.py | 6 ++ src/training/train.py | 24 +++-- 6 files changed, 272 insertions(+), 15 deletions(-) diff --git a/src/open_clip/factory.py b/src/open_clip/factory.py index e4f0b7632..ebea3a160 100644 --- a/src/open_clip/factory.py +++ b/src/open_clip/factory.py @@ -13,7 +13,7 @@ from .model import CLIP, CustomTextCLIP, convert_weights_to_lp, convert_to_custom_text_state_dict,\ resize_pos_embed, get_cast_dtype from .coca_model import CoCa -from .loss import ClipLoss, DistillClipLoss, CoCaLoss +from .loss import ClipLoss, DistillClipLoss, CoCaLoss, SigLipLoss from .openai import load_openai_model from .pretrained import is_pretrained_cfg, get_pretrained_cfg, download_pretrained,\ list_pretrained_tags_by_model, download_pretrained_from_hf @@ -128,6 +128,7 @@ def create_model( cache_dir: Optional[str] = None, output_dict: Optional[bool] = None, require_pretrained: bool = False, + **model_kwargs, ): has_hf_hub_prefix = model_name.startswith(HF_HUB_PREFIX) if has_hf_hub_prefix: @@ -193,11 +194,11 @@ def create_model( if is_hf_model: model_cfg['text_cfg']['hf_model_pretrained'] = pretrained_hf if "coca" in model_name: - model = CoCa(**model_cfg, cast_dtype=cast_dtype) + model = CoCa(**model_cfg, **model_kwargs, cast_dtype=cast_dtype) else: - model = CustomTextCLIP(**model_cfg, cast_dtype=cast_dtype) + model = CustomTextCLIP(**model_cfg, **model_kwargs, cast_dtype=cast_dtype) else: - model = CLIP(**model_cfg, cast_dtype=cast_dtype) + model = CLIP(**model_cfg, **model_kwargs, cast_dtype=cast_dtype) if precision in ("fp16", "bf16"): dtype = torch.float16 if 'fp16' in precision else torch.bfloat16 @@ -285,6 +286,12 @@ def create_loss(args): world_size=args.world_size, use_horovod=args.horovod, ) + elif args.siglip: + assert not args.horovod, "Horovod not currently supported for SigLip" + return SigLipLoss( + rank=args.rank, + world_size=args.world_size, + ) return ClipLoss( local_loss=args.local_loss, gather_with_grad=args.gather_with_grad, @@ -312,6 +319,7 @@ def create_model_and_transforms( aug_cfg: Optional[Union[Dict[str, Any], AugmentationCfg]] = None, cache_dir: Optional[str] = None, output_dict: Optional[bool] = None, + **model_kwargs, ): model = create_model( model_name, @@ -327,6 +335,7 @@ def create_model_and_transforms( pretrained_hf=pretrained_hf, cache_dir=cache_dir, output_dict=output_dict, + **model_kwargs, ) image_mean = image_mean or getattr(model.visual, 'image_mean', None) @@ -361,6 +370,7 @@ def create_model_from_pretrained( image_mean: Optional[Tuple[float, ...]] = None, image_std: Optional[Tuple[float, ...]] = None, cache_dir: Optional[str] = None, + **model_kwargs, ): model = create_model( model_name, @@ -373,6 +383,7 @@ def create_model_from_pretrained( force_image_size=force_image_size, cache_dir=cache_dir, require_pretrained=True, + **model_kwargs, ) if not return_transform: diff --git a/src/open_clip/loss.py b/src/open_clip/loss.py index 0dd048935..5beaab1c3 100644 --- a/src/open_clip/loss.py +++ b/src/open_clip/loss.py @@ -214,3 +214,201 @@ def forward( return {"contrastive_loss": contrastive_loss, "distill_loss": distill_loss} return contrastive_loss, distill_loss + + +def neighbour_exchange(from_rank, to_rank, tensor, group=None): + tensor_recv = torch.zeros_like(tensor) + send_op = torch.distributed.P2POp( + torch.distributed.isend, + tensor, + to_rank, + group=group, + ) + recv_op = torch.distributed.P2POp( + torch.distributed.irecv, + tensor_recv, + from_rank, + group=group, + ) + reqs = torch.distributed.batch_isend_irecv([send_op, recv_op]) + for req in reqs: + req.wait() + return tensor_recv + + +def neighbour_exchange_bidir(left_rank, right_rank, tensor_to_left, tensor_to_right, group=None): + tensor_from_left = torch.zeros_like(tensor_to_right) + tensor_from_right = torch.zeros_like(tensor_to_left) + send_op_left = torch.distributed.P2POp( + torch.distributed.isend, + tensor_to_left, + left_rank, + group=group, + ) + send_op_right = torch.distributed.P2POp( + torch.distributed.isend, + tensor_to_right, + right_rank, + group=group, + ) + recv_op_left = torch.distributed.P2POp( + torch.distributed.irecv, + tensor_from_left, + left_rank, + group=group, + ) + recv_op_right = torch.distributed.P2POp( + torch.distributed.irecv, + tensor_from_right, + right_rank, + group=group, + ) + reqs = torch.distributed.batch_isend_irecv([send_op_right, send_op_left, recv_op_right, recv_op_left]) + for req in reqs: + req.wait() + return tensor_from_right, tensor_from_left + + +class NeighbourExchange(torch.autograd.Function): + @staticmethod + def forward(ctx, from_rank, to_rank, group, tensor): + ctx.group = group + ctx.from_rank = from_rank + ctx.to_rank = to_rank + return neighbour_exchange(from_rank, to_rank, tensor, group=group) + + @staticmethod + def backward(ctx, grad_output): + return (None, None, None) + (NeighbourExchange.apply(ctx.to_rank, ctx.from_rank, ctx.group, grad_output),) + + +def neighbour_exchange_with_grad(from_rank, to_rank, tensor, group=None): + return NeighbourExchange.apply(from_rank, to_rank, group, tensor) + + +class NeighbourExchangeBidir(torch.autograd.Function): + @staticmethod + def forward(ctx, left_rank, right_rank, group, tensor_to_left, tensor_to_right): + ctx.group = group + ctx.left_rank = left_rank + ctx.right_rank = right_rank + return neighbour_exchange_bidir(left_rank, right_rank, tensor_to_left, tensor_to_right, group=group) + + @staticmethod + def backward(ctx, *grad_outputs): + return (None, None, None) + \ + NeighbourExchangeBidir.apply(ctx.right_rank, ctx.left_rank, ctx.group, *grad_outputs) + + +def neighbour_exchange_bidir_with_grad(left_rank, right_rank, tensor_to_left, tensor_to_right, group=None): + return NeighbourExchangeBidir.apply(left_rank, right_rank, group, tensor_to_left, tensor_to_right) + + +class SigLipLoss(nn.Module): + """ Sigmoid Loss for Language Image Pre-Training (SigLIP) - https://arxiv.org/abs/2303.15343 + + @article{zhai2023sigmoid, + title={Sigmoid loss for language image pre-training}, + author={Zhai, Xiaohua and Mustafa, Basil and Kolesnikov, Alexander and Beyer, Lucas}, + journal={arXiv preprint arXiv:2303.15343}, + year={2023} + } + """ + def __init__( + self, + cache_labels=False, + rank=0, + world_size=1, + bidir=True, + use_horovod=False, + ): + super().__init__() + self.cache_labels = cache_labels + self.rank = rank + self.world_size = world_size + assert not use_horovod # FIXME need to look at hvd ops for ring transfers + self.use_horovod = use_horovod + self.bidir = bidir + + # cache state FIXME cache not currently used, worthwhile? + self.prev_num_logits = 0 + self.labels = {} + + def get_ground_truth(self, device, dtype, num_logits, negative_only=False) -> torch.Tensor: + labels = -torch.ones((num_logits, num_logits), device=device, dtype=dtype) + if not negative_only: + labels = 2 * torch.eye(num_logits, device=device, dtype=dtype) + labels + return labels + + def get_logits(self, image_features, text_features, logit_scale, logit_bias=None): + logits = logit_scale * image_features @ text_features.T + if logit_bias is not None: + logits += logit_bias + return logits + + def _loss(self, image_features, text_features, logit_scale, logit_bias=None, negative_only=False): + logits = self.get_logits(image_features, text_features, logit_scale, logit_bias) + labels = self.get_ground_truth( + image_features.device, + image_features.dtype, + image_features.shape[0], + negative_only=negative_only, + ) + loss = -F.logsigmoid(labels * logits).sum() / image_features.shape[0] + return loss + + def forward(self, image_features, text_features, logit_scale, logit_bias, output_dict=False): + loss = self._loss(image_features, text_features, logit_scale, logit_bias) + + if self.world_size > 1: + # exchange text features w/ neighbour world_size - 1 times + right_rank = (self.rank + 1) % self.world_size + left_rank = (self.rank - 1 + self.world_size) % self.world_size + if self.bidir: + text_features_to_right = text_features_to_left = text_features + num_bidir, remainder = divmod(self.world_size - 1, 2) + for i in range(num_bidir): + text_features_recv = neighbour_exchange_bidir_with_grad( + left_rank, + right_rank, + text_features_to_left, + text_features_to_right, + ) + + for f in text_features_recv: + loss += self._loss( + image_features, + f, + logit_scale, + logit_bias, + negative_only=True, + ) + text_features_to_left, text_features_to_right = text_features_recv + + if remainder: + text_features_recv = neighbour_exchange_with_grad( + left_rank, right_rank, text_features_to_right) + + loss += self._loss( + image_features, + text_features_recv, + logit_scale, + logit_bias, + negative_only=True, + ) + else: + text_features_to_right = text_features + for i in range(self.world_size - 1): + text_features_from_left = neighbour_exchange_with_grad( + left_rank, right_rank, text_features_to_right) + + loss += self._loss( + image_features, + text_features_from_left, + logit_scale, + logit_bias, + negative_only=True, + ) + text_features_to_right = text_features_from_left + + return {"contrastive_loss": loss} if output_dict else loss diff --git a/src/open_clip/model.py b/src/open_clip/model.py index 17fefc669..b812f4ad8 100644 --- a/src/open_clip/model.py +++ b/src/open_clip/model.py @@ -193,6 +193,8 @@ def __init__( vision_cfg: CLIPVisionCfg, text_cfg: CLIPTextCfg, quick_gelu: bool = False, + init_logit_scale: float = np.log(1 / 0.07), + init_logit_bias: Optional[float] = None, cast_dtype: Optional[torch.dtype] = None, output_dict: bool = False, ): @@ -210,7 +212,11 @@ def __init__( self.text_projection = text.text_projection self.register_buffer('attn_mask', text.attn_mask, persistent=False) - self.logit_scale = nn.Parameter(torch.ones([]) * np.log(1 / 0.07)) + self.logit_scale = nn.Parameter(torch.ones([]) * init_logit_scale) + if init_logit_bias is not None: + self.logit_bias = nn.Parameter(torch.ones([]) * init_logit_bias) + else: + self.logit_bias = None def lock_image_tower(self, unlocked_groups=0, freeze_bn_stats=False): # lock image tower as per LiT - https://arxiv.org/abs/2111.07991 @@ -249,12 +255,19 @@ def forward( ): image_features = self.encode_image(image, normalize=True) if image is not None else None text_features = self.encode_text(text, normalize=True) if text is not None else None + if self.output_dict: - return { + out_dict = { "image_features": image_features, "text_features": text_features, "logit_scale": self.logit_scale.exp() } + if self.logit_bias is not None: + out_dict['logit_bias'] = self.logit_bias + return out_dict + + if self.logit_bias is not None: + return image_features, text_features, self.logit_scale.exp(), self.logit_bias return image_features, text_features, self.logit_scale.exp() @@ -267,6 +280,8 @@ def __init__( vision_cfg: CLIPVisionCfg, text_cfg: CLIPTextCfg, quick_gelu: bool = False, + init_logit_scale: float = np.log(1 / 0.07), + init_logit_bias: Optional[float] = None, cast_dtype: Optional[torch.dtype] = None, output_dict: bool = False, ): @@ -276,7 +291,11 @@ def __init__( self.text = _build_text_tower(embed_dim, text_cfg, quick_gelu, cast_dtype) self.context_length = self.text.context_length self.vocab_size = self.text.vocab_size - self.logit_scale = nn.Parameter(torch.ones([]) * np.log(1 / 0.07)) + self.logit_scale = nn.Parameter(torch.ones([]) * init_logit_scale) + if init_logit_bias is not None: + self.logit_bias = nn.Parameter(torch.ones([]) * init_logit_bias) + else: + self.logit_bias = None def lock_image_tower(self, unlocked_groups=0, freeze_bn_stats=False): # lock image tower as per LiT - https://arxiv.org/abs/2111.07991 @@ -305,12 +324,19 @@ def forward( ): image_features = self.encode_image(image, normalize=True) if image is not None else None text_features = self.encode_text(text, normalize=True) if text is not None else None + if self.output_dict: - return { + out_dict = { "image_features": image_features, "text_features": text_features, "logit_scale": self.logit_scale.exp() } + if self.logit_bias is not None: + out_dict['logit_bias'] = self.logit_bias + return out_dict + + if self.logit_bias is not None: + return image_features, text_features, self.logit_scale.exp(), self.logit_bias return image_features, text_features, self.logit_scale.exp() @@ -420,7 +446,6 @@ def build_model_from_openai_state_dict( for key in ["input_resolution", "context_length", "vocab_size"]: state_dict.pop(key, None) - convert_weights_to_fp16(model) # OpenAI state dicts are partially converted to float16 model.load_state_dict(state_dict) return model.eval() diff --git a/src/training/main.py b/src/training/main.py index d7e586ecf..08d2412e2 100644 --- a/src/training/main.py +++ b/src/training/main.py @@ -215,6 +215,10 @@ def main(args): # arg is nargs, single (square) image size list -> int args.force_image_size = args.force_image_size[0] random_seed(args.seed, 0) + model_kwargs = {} + if args.siglip: + model_kwargs['init_logit_scale'] = np.log(10) # different from CLIP + model_kwargs['init_logit_bias'] = -10 model, preprocess_train, preprocess_val = create_model_and_transforms( args.model, args.pretrained, @@ -230,6 +234,7 @@ def main(args): image_std=args.image_std, aug_cfg=args.aug_cfg, output_dict=True, + **model_kwargs, ) if args.distill: # FIXME: currently assumes the model you're distilling from has the same tokenizer & transforms. diff --git a/src/training/params.py b/src/training/params.py index 18ed9364d..345382e57 100644 --- a/src/training/params.py +++ b/src/training/params.py @@ -436,6 +436,12 @@ def parse_args(args): help='Replace the network linear layers from the bitsandbytes library. ' 'Allows int8 training/inference, etc.' ) + parser.add_argument( + "--siglip", + default=False, + action="store_true", + help='Use SigLip (sigmoid) loss.' + ) args = parser.parse_args(args) # If some params are not passed, we use the default values based on model name. diff --git a/src/training/train.py b/src/training/train.py index e93d9d370..b31d424b4 100644 --- a/src/training/train.py +++ b/src/training/train.py @@ -38,6 +38,7 @@ def update(self, val, n=1): self.count += n self.avg = self.sum / self.count + def postprocess_clip_output(model_out): return { "image_features": model_out[0], @@ -45,6 +46,7 @@ def postprocess_clip_output(model_out): "logit_scale": model_out[2] } + def unwrap_model(model): if hasattr(model, 'module'): return model.module @@ -64,7 +66,6 @@ def train_one_epoch(model, data, loss, epoch, optimizer, scaler, scheduler, dist autocast = get_autocast(args.precision) input_dtype = get_input_dtype(args.precision) - model.train() if args.distill: dist_model.eval() @@ -102,7 +103,7 @@ def train_one_epoch(model, data, loss, epoch, optimizer, scaler, scheduler, dist if args.distill: with torch.no_grad(): dist_model_out = dist_model(images, texts) - model_out.update({f'dist_{k}' : v for k, v in dist_model_out.items()}) + model_out.update({f'dist_{k}': v for k, v in dist_model_out.items()}) losses = loss(**model_out, output_dict=True) total_loss = sum(losses.values()) @@ -114,7 +115,10 @@ def train_one_epoch(model, data, loss, epoch, optimizer, scaler, scheduler, dist with torch.no_grad(): with autocast(): model_out = model(images, texts) - model_out.pop("logit_scale") + + for f in ("logit_scale", "logit_bias"): + model_out.pop(f, None) + for key, val in model_out.items(): if key in accum_features: accum_features[key].append(val) @@ -138,15 +142,23 @@ def train_one_epoch(model, data, loss, epoch, optimizer, scaler, scheduler, dist texts = accum_texts[j] with autocast(): model_out = model(images, texts) - logit_scale = model_out.pop("logit_scale") + + inputs_no_accum = {} + inputs_no_accum["logit_scale"] = logit_scale = model_out.pop("logit_scale") + if "logit_bias" in model_out: + inputs_no_accum["logit_bias"] = model_out.pop("logit_bias") + inputs = {} for key, val in accum_features.items(): accumulated = accum_features[key] - inputs[key] = torch.cat(accumulated[:j] + [model_out[key]] + accumulated[j + 1:]) - losses = loss(**inputs, logit_scale=logit_scale, output_dict=True) + inputs[key] = torch.cat(accumulated[:j] + [model_out[key]] + accumulated[j + 1:]) + + losses = loss(**inputs, **inputs_no_accum, output_dict=True) del inputs + del inputs_no_accum total_loss = sum(losses.values()) losses["loss"] = total_loss + backward(total_loss, scaler) if scaler is not None: From 643f085dcd6fe0008ee2fc2f82ee7069e9911f80 Mon Sep 17 00:00:00 2001 From: Shivaen <44125228+sramshetty@users.noreply.github.com> Date: Sat, 23 Sep 2023 09:44:19 -0700 Subject: [PATCH 27/92] integrate updates to BeamSearchScorer (#617) --- src/open_clip/coca_model.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/open_clip/coca_model.py b/src/open_clip/coca_model.py index 039453af7..ad81fb665 100644 --- a/src/open_clip/coca_model.py +++ b/src/open_clip/coca_model.py @@ -320,10 +320,10 @@ def _generate_beamsearch( else logit_processor ) - batch_size = len(beam_scorer._beam_hyps) num_beams = beam_scorer.num_beams num_beam_groups = beam_scorer.num_beam_groups num_sub_beams = num_beams // num_beam_groups + batch_size = len(beam_scorer._beam_hyps) // num_beam_groups batch_beam_size, cur_len = input_ids.shape beam_indices = None @@ -400,6 +400,7 @@ def _generate_beamsearch( pad_token_id=pad_token_id, eos_token_id=eos_token_id, beam_indices=process_beam_indices, + group_index=beam_group_idx, ) beam_scores[batch_group_indices] = beam_outputs["next_beam_scores"] beam_next_tokens = beam_outputs["next_beam_tokens"] From 31bc3ee1cba36dd2e3089edc153e871490cd0ea0 Mon Sep 17 00:00:00 2001 From: Gabriel Ilharco Date: Fri, 29 Sep 2023 22:36:48 +0000 Subject: [PATCH 28/92] Add B/32 and B/16 trained on DC-1B --- src/open_clip/pretrained.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/src/open_clip/pretrained.py b/src/open_clip/pretrained.py index 1465a2325..728755a2e 100644 --- a/src/open_clip/pretrained.py +++ b/src/open_clip/pretrained.py @@ -84,6 +84,8 @@ def _pcfg(url='', hf_hub='', mean=None, std=None): laion2b_e16=_pcfg( "https://github.com/mlfoundations/open_clip/releases/download/v0.2-weights/vit_b_32-laion2b_e16-af8dbd0c.pth"), laion2b_s34b_b79k=_pcfg(hf_hub='laion/CLIP-ViT-B-32-laion2B-s34B-b79K/'), + # DataComp-XL models + datacomp_xl_s13b_b90k=_pcfg(hf_hub='laion/CLIP-ViT-B-32-DataComp.XL-s13B-b90K/'), # DataComp-M models datacomp_m_s128m_b4k=_pcfg(hf_hub='laion/CLIP-ViT-B-32-DataComp.M-s128M-b4K/'), commonpool_m_clip_s128m_b4k=_pcfg(hf_hub='laion/CLIP-ViT-B-32-CommonPool.M.clip-s128M-b4K/'), @@ -119,6 +121,8 @@ def _pcfg(url='', hf_hub='', mean=None, std=None): laion400m_e32=_pcfg( "https://github.com/mlfoundations/open_clip/releases/download/v0.2-weights/vit_b_16-laion400m_e32-55e67d44.pt"), laion2b_s34b_b88k=_pcfg(hf_hub='laion/CLIP-ViT-B-16-laion2B-s34B-b88K/'), + # DataComp-XL models + datacomp_xl_s13b_b90k=_pcfg(hf_hub='laion/CLIP-ViT-B-16-DataComp.XL-s13B-b90K/'), # DataComp-L models datacomp_l_s1b_b8k=_pcfg(hf_hub='laion/CLIP-ViT-B-16-DataComp.L-s1B-b8K/'), commonpool_l_clip_s1b_b8k=_pcfg(hf_hub='laion/CLIP-ViT-B-16-CommonPool.L.clip-s1B-b8K/'), From e278c8479445207a2830e9fe930ff7d01f3a4ccc Mon Sep 17 00:00:00 2001 From: Mehdi Cherti Date: Sat, 30 Sep 2023 18:36:12 +0200 Subject: [PATCH 29/92] Add CLIP-ViT-B-32-256x256-DataComp-s34B-b86K (#651) * add laion/CLIP-ViT-B-32-256x256-DataComp-s34B-b86K * add vitb32 256x256 datacomp 34B samples seen model --- src/open_clip/model_configs/ViT-B-32-256.json | 16 ++++++++++++++++ src/open_clip/pretrained.py | 5 +++++ 2 files changed, 21 insertions(+) create mode 100644 src/open_clip/model_configs/ViT-B-32-256.json diff --git a/src/open_clip/model_configs/ViT-B-32-256.json b/src/open_clip/model_configs/ViT-B-32-256.json new file mode 100644 index 000000000..80a2597d8 --- /dev/null +++ b/src/open_clip/model_configs/ViT-B-32-256.json @@ -0,0 +1,16 @@ +{ + "embed_dim": 512, + "vision_cfg": { + "image_size": 256, + "layers": 12, + "width": 768, + "patch_size": 32 + }, + "text_cfg": { + "context_length": 77, + "vocab_size": 49408, + "width": 512, + "heads": 8, + "layers": 12 + } +} diff --git a/src/open_clip/pretrained.py b/src/open_clip/pretrained.py index 728755a2e..1735cad40 100644 --- a/src/open_clip/pretrained.py +++ b/src/open_clip/pretrained.py @@ -113,6 +113,10 @@ def _pcfg(url='', hf_hub='', mean=None, std=None): "https://github.com/mlfoundations/open_clip/releases/download/v0.2-weights/vit_b_32-quickgelu-laion400m_e32-46683a32.pt"), ) +_VITB32_256 = dict( + datacomp_s34b_b86k=_pcfg(hf_hub='laion/CLIP-ViT-B-32-256x256-DataComp-s34B-b86K/'), +) + _VITB16 = dict( openai=_pcfg( "https://openaipublic.azureedge.net/clip/models/5806e77cd80f8b59890b7e101eabd078d9fb84e6937f9e85e4ecb61988df416f/ViT-B-16.pt"), @@ -237,6 +241,7 @@ def _pcfg(url='', hf_hub='', mean=None, std=None): "RN50x16": _RN50x16, "RN50x64": _RN50x64, "ViT-B-32": _VITB32, + "ViT-B-32-256": _VITB32_256, "ViT-B-32-quickgelu": _VITB32_quickgelu, "ViT-B-16": _VITB16, "ViT-B-16-plus-240": _VITB16_PLUS_240, From f981720e21ec4690e4a7c498482bd288acfc3422 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Gabriel=20Ilharco=20Magalh=C3=A3es?= Date: Tue, 3 Oct 2023 18:32:39 +0200 Subject: [PATCH 30/92] Add table with results in README and overall clarify it (#652) * README revamp * update docs * update readme * update readme * update readme * Add results table * update table * update readme * update readme * update readme --- README.md | 361 +++++--------------------------------- docs/LOW_ACC.md | 38 ++++ docs/PRETRAINED.md | 148 ++++++++++++++++ docs/openclip_results.csv | 91 ++++++++++ 4 files changed, 321 insertions(+), 317 deletions(-) create mode 100644 docs/LOW_ACC.md create mode 100644 docs/PRETRAINED.md create mode 100644 docs/openclip_results.csv diff --git a/README.md b/README.md index 4922e47b8..6cb3767cd 100644 --- a/README.md +++ b/README.md @@ -1,49 +1,34 @@ # OpenCLIP -[[Paper]](https://arxiv.org/abs/2212.07143) [[Clip Colab]](https://colab.research.google.com/github/mlfoundations/open_clip/blob/master/docs/Interacting_with_open_clip.ipynb) [[Coca Colab]](https://colab.research.google.com/github/mlfoundations/open_clip/blob/master/docs/Interacting_with_open_coca.ipynb) +[[Paper]](https://arxiv.org/abs/2212.07143) [[Citations]](#citing) [[Clip Colab]](https://colab.research.google.com/github/mlfoundations/open_clip/blob/master/docs/Interacting_with_open_clip.ipynb) [[Coca Colab]](https://colab.research.google.com/github/mlfoundations/open_clip/blob/master/docs/Interacting_with_open_coca.ipynb) [![pypi](https://img.shields.io/pypi/v/open_clip_torch.svg)](https://pypi.python.org/pypi/open_clip_torch) Welcome to an open source implementation of OpenAI's [CLIP](https://arxiv.org/abs/2103.00020) (Contrastive Language-Image Pre-training). -The goal of this repository is to enable training models with contrastive image-text supervision, and to investigate their properties such as robustness to distribution shift. Our starting point is an implementation of CLIP that matches the accuracy of the original CLIP models when trained on the same dataset. -Specifically, a ResNet-50 model trained with our codebase on OpenAI's [15 million image subset of YFCC](https://github.com/openai/CLIP/blob/main/data/yfcc100m.md) achieves **32.7%** top-1 accuracy on ImageNet. OpenAI's CLIP model reaches **31.3%** when trained on the same subset of YFCC. For ease of experimentation, we also provide code for training on the 3 million images in the [Conceptual Captions](https://ai.google.com/research/ConceptualCaptions/download) dataset, where a ResNet-50x4 trained with our codebase reaches 22.2% top-1 ImageNet accuracy. - -We further this with a replication study on a dataset of comparable size to OpenAI's, [LAION-400M](https://arxiv.org/abs/2111.02114), and with larger datasets such as [LAION-2B](https://laion.ai/blog/laion-5b/) and [DataComp-1B](https://arxiv.org/abs/2304.14108) datasets. In addition, we study scaling behavior in a paper on [reproducible scaling laws for contrastive language-image learning](https://arxiv.org/abs/2212.07143). - -We have trained the following ViT CLIP models: - * ViT-B/32 on LAION-400M with a accuracy of **62.9%**, comparable to OpenAI's **63.2%**, zero-shot top-1 on ImageNet-1k - * ViT-B/32 on LAION-2B with a accuracy of **66.6%**. - * ViT-B/16 on LAION-400M achieving an accuracy of **67.1%**, lower than OpenAI's **68.3%** (as measured here, 68.6% in paper) - * ViT-B/16+ 240x240 (~50% more FLOPS than B/16 224x224) on LAION-400M achieving an accuracy of **69.2%** - * ViT-B/16 on LAION-2B with a accuracy of **70.2%**. - * ViT-L/14 on LAION-400M with an accuracy of **72.77%**, vs OpenAI's **75.5%** (as measured here, 75.3% in paper) - * ViT-L/14 on LAION-2B with an accuracy of **75.3%**, vs OpenAI's **75.5%** (as measured here, 75.3% in paper) - * ViT-L/14 on [DataComp-1B](https://github.com/mlfoundations/datacomp) with an accuracy of **79.2%**. Our best ViT-L/14 so far, trained with a 13B samples seen schedule. - * CoCa ViT-L/14 on LAION-2B with an accuracy of **75.5%** (currently only 13B samples seen) vs. CLIP ViT-L/14 73.1% (on the same dataset and samples seen) - * ViT-H/14 on LAION-2B with an accuracy of **78.0%**. - * ViT-g/14 on LAION-2B with an accuracy of **76.6%**. This was trained on reduced 12B samples seen schedule, same samples seen as 400M models. - * ViT-g/14 on LAION-2B with an accuracy of **78.5%**. Full 34B samples seen schedule. - * ViT-G/14 on LAION-2B with an accuracy of **80.1%**. The best in1k zero-shot for released, open-source weights thus far. - -And the following ConvNeXt CLIP models: - * ConvNext-Base @ 224x224 on LAION-400M with an ImageNet-1k zero-shot top-1 of **66.3%** - * ConvNext-Base (W) @ 256x256 on LAION-2B with an ImageNet-1k zero-shot top-1 of **70.8%** - * ConvNext-Base (W) @ 256x256 /w augreg (extra augmentation + regularization) on LAION-2B with a top-1 of **71.5%** - * ConvNext-Base (W) @ 256x256 on LAION-A (900M sample aesthetic subset of 2B) with a top-1 of **71.0%** - * ConvNext-Base (W) @ 320x320 on LAION-A with a top-1 of **71.7%** (eval at 384x384 is **71.0**) - * ConvNext-Base (W) @ 320x320 /w augreg on LAION-A with a top-1 of **71.3%** (eval at 384x384 is **72.2%**) - * ConvNext-Large (D) @ 256x256 /w augreg on LAION-2B with a top-1 of **75.9%** - * ConvNext-Large (D) @ 320x320 fine-tune of 256x256 weights above for ~2.5B more samples on LAION-2B, top-1 of **76.6%** - * ConvNext-Large (D) @ 320x320 soup of 3 fine-tunes of 256x256 weights above on LAION-2B, top-1 of **76.9%** - * ConvNext-XXLarge @ 256x256 original run **79.1%** - * ConvNext-XXLarge @ 256x256 rewind of last 10% **79.3%** - * ConvNext-XXLarge @ 256x256 soup of original + rewind **79.4%** - -Model cards w/ additional model specific details can be found on the Hugging Face Hub under the OpenCLIP library tag: https://huggingface.co/models?library=open_clip - -As we describe in more detail [below](#why-are-low-accuracy-clip-models-interesting), CLIP models in a medium accuracy regime already allow us to draw conclusions about the robustness of larger CLIP models since the models follow [reliable scaling laws](https://arxiv.org/abs/2107.04649). - -This codebase is work in progress, and we invite all to contribute in making it more accessible and useful. In the future, we plan to add support for TPU training and release larger models. We hope this codebase facilitates and promotes further research in contrastive image-text learning. Please submit an issue or send an email if you have any other requests or suggestions. +Using this codebase, we have trained several models on a variety of data sources and compute budgets, ranging from [small-scale experiments](docs/LOW_ACC.md) to larger runs including models trained on datasets such as [LAION-400M](https://arxiv.org/abs/2111.02114), [LAION-2B](https://arxiv.org/abs/2210.08402) and [DataComp-1B](https://arxiv.org/abs/2304.14108). +Many of our models and their scaling properties are studied in detail in the paper [reproducible scaling laws for contrastive language-image learning](https://arxiv.org/abs/2212.07143). +Some of our best models and their zero-shot ImageNet-1k accuracy are shown below, along with the ViT-L model trained by OpenAI. +We provide more details about our full collection of pretrained models [here](docs/PRETRAINED.md), and zero-shot results for 38 datasets [here](docs/openclip_results.csv). + + +| Model | Training data | Resolution | # of samples seen | ImageNet zero-shot acc. | +| -------- | ------- | ------- | ------- | ------- | +| ConvNext-Base | LAION-2B | 256px | 13B | 71.5% | +| ConvNext-Large | LAION-2B | 320px | 29B | 76.9% | +| ConvNext-XXLarge | LAION-2B | 256px | 34B | 79.5% | +| ViT-B/32 | DataComp-1B | 256px | 34B | 72.8% | +| ViT-B/16 | DataComp-1B | 224px | 13B | 73.5% | +| ViT-L/14 | LAION-2B | 224px | 32B | 75.3% | +| ViT-H/14 | LAION-2B | 224px | 32B | 78.0% | +| ViT-L/14 | DataComp-1B | 224px | 13B | 79.2% | +| ViT-G/14 | LAION-2B | 224px | 34B | 80.1% | +| | | | | | +| ViT-L/14 | OpenAI's WIT | 224px | 13B | 75.5% | + +Model cards with additional model specific details can be found on the Hugging Face Hub under the OpenCLIP library tag: https://huggingface.co/models?library=open_clip. + +If you found this repository useful, please consider [citing](#citing). +We welcome anyone to submit an issue or send an email if you have any other requests or suggestions. Note that portions of `src/open_clip/` modelling and tokenizer code are adaptations of OpenAI's official [repository](https://github.com/openai/CLIP). @@ -80,21 +65,36 @@ with torch.no_grad(), torch.cuda.amp.autocast(): print("Label probs:", text_probs) # prints: [[1., 0., 0.]] ``` -See also this [[Clip Colab]](https://colab.research.google.com/github/mlfoundations/open_clip/blob/master/docs/Interacting_with_open_clip.ipynb) + +See also this [[Clip Colab]](https://colab.research.google.com/github/mlfoundations/open_clip/blob/master/docs/Interacting_with_open_clip.ipynb). To compute billions of embeddings efficiently, you can use [clip-retrieval](https://github.com/rom1504/clip-retrieval) which has openclip support. +### Pretrained models + +We offer a simple model interface to instantiate both pre-trained and untrained models. +To see which pretrained models are available, use the following code snippet. +More details about our pretrained models are available [here](docs/PRETRAINED.md). + +```python +>>> import open_clip +>>> open_clip.list_pretrained() +``` + +NOTE: Many existing checkpoints use the QuickGELU activation from the original OpenAI models. This activation is actually less efficient than native torch.nn.GELU in recent versions of PyTorch. The model defaults are now nn.GELU, so one should use model definitions with `-quickgelu` postfix for the OpenCLIP pretrained weights. All OpenAI pretrained weights will always default to QuickGELU. One can also use the non `-quickgelu` model definitions with pretrained weights using QuickGELU but there will be an accuracy drop, for fine-tune that will likely vanish for longer runs. +Future trained models will use nn.GELU. + ## Fine-tuning on classification tasks This repository is focused on training CLIP models. To fine-tune a *trained* zero-shot model on a downstream classification task such as ImageNet, please see [our other repository: WiSE-FT](https://github.com/mlfoundations/wise-ft). The [WiSE-FT repository](https://github.com/mlfoundations/wise-ft) contains code for our paper on [Robust Fine-tuning of Zero-shot Models](https://arxiv.org/abs/2109.01903), in which we introduce a technique for fine-tuning zero-shot models while preserving robustness under distribution shift. ## Data -To download datasets as webdataset, we recommend [img2dataset](https://github.com/rom1504/img2dataset) +To download datasets as webdataset, we recommend [img2dataset](https://github.com/rom1504/img2dataset). ### Conceptual Captions -See [cc3m img2dataset example](https://github.com/rom1504/img2dataset/blob/main/dataset_examples/cc3m.md) +See [cc3m img2dataset example](https://github.com/rom1504/img2dataset/blob/main/dataset_examples/cc3m.md). ### YFCC and other datasets @@ -442,246 +442,6 @@ python -m training.main \ --pretrained laion400m_e32 ``` -## Pretrained model details - -### LAION-400M - https://laion.ai/laion-400-open-dataset - -We are working on reproducing OpenAI's ViT results with the comparably sized (and open) LAION-400M dataset. Trained -weights may be found in release [v0.2](https://github.com/mlfoundations/open_clip/releases/tag/v0.2-weights). - -The LAION400M weights have been trained on the JUWELS supercomputer (see acknowledgements section below). - -#### ViT-B/32 224x224 - -We replicate OpenAI's results on ViT-B/32, reaching a top-1 ImageNet-1k zero-shot accuracy of 62.96%. - - - -__Zero-shot comparison (courtesy of Andreas Fürst)__ - - -ViT-B/32 was trained with 128 A100 (40 GB) GPUs for ~36 hours, 4600 GPU-hours. The per-GPU batch size was 256 for a global batch size of 32768. 256 is much lower than it could have been (~320-384) due to being sized initially before moving to 'local' contrastive loss. - -#### ViT-B/16 224x224 - -The B/16 LAION400M training reached a top-1 ImageNet-1k zero-shot validation score of 67.07. - - - -This was the first major train session using the updated webdataset 0.2.x code. A bug was found that prevented shards from being shuffled properly between nodes/workers each epoch. This was fixed part way through training (epoch 26) but likely had an impact. - -ViT-B/16 was trained with 176 A100 (40 GB) GPUS for ~61 hours, 10700 GPU-hours. Batch size per GPU was 192 for a global batch size of 33792. - -#### ViT-B/16+ 240x240 - -The B/16+ 240x240 LAION400M training reached a top-1 ImageNet-1k zero-shot validation score of 69.21. - -This model is the same depth as the B/16, but increases the - * vision width from 768 -> 896 - * text width from 512 -> 640 - * the resolution 224x224 -> 240x240 (196 -> 225 tokens) - - - -Unlike the B/16 run above, this model was a clean run with no dataset shuffling issues. - -ViT-B/16+ was trained with 224 A100 (40 GB) GPUS for ~61 hours, 13620 GPU-hours. Batch size per GPU was 160 for a global batch size of 35840. - -#### ViT-L/14 224x224 - -The L/14 LAION-400M training reached a top-1 ImageNet-1k zero-shot validation score of 72.77. - - - -ViT-L/14 was trained with 400 A100 (40 GB) GPUS for ~127 hours, 50800 GPU-hours. Batch size per GPU was 96 for a global batch size of 38400. Grad checkpointing was enabled. - -### LAION-2B (en) - https://laion.ai/laion-5b-a-new-era-of-open-large-scale-multi-modal-datasets/ - -A ~2B sample subset of LAION-5B with english captions (https://huggingface.co/datasets/laion/laion2B-en) - -#### ViT-B/32 224x224 -A ViT-B/32 trained on LAION-2B, reaching a top-1 ImageNet-1k zero-shot accuracy of 65.62%. - - - -ViT-B/32 was trained with 112 A100 (40 GB) GPUs. The per-GPU batch size was 416 for a global batch size of 46592. Compute generously provided by [stability.ai](https://stability.ai/). - -A second iteration of B/32 was trained on stability.ai cluster with a larger global batch size and learning rate, hitting 66.6% top-1. See https://huggingface.co/laion/CLIP-ViT-B-32-laion2B-s34B-b79K - -#### ViT-L/14 224x224 - -A ViT-L/14 with a 75.3% top-1 ImageNet-1k zero-shot was trained on JUWELS Booster. See model details here https://huggingface.co/laion/CLIP-ViT-L-14-laion2B-s32B-b82K - -These weights use a different dataset mean and std than others. Instead of using the OpenAI mean & std, inception style normalization `[-1, 1]` is used via a mean and std of `[0.5, 0.5, 0.5]`. This is handled automatically if using `open_clip.create_model_and_transforms` from pretrained weights. - -#### ViT-H/14 224x224 - -A ViT-H/14 with a 78.0% top-1 ImageNet-1k zero-shot was trained on JUWELS Booster. See model details here https://huggingface.co/laion/CLIP-ViT-H-14-laion2B-s32B-b79K - -#### ViT-g/14 224x224 - -A ViT-g/14 with a 76.6% top-1 ImageNet-1k zero-shot was trained on JUWELS Booster. See model details here https://huggingface.co/laion/CLIP-ViT-g-14-laion2B-s12B-b42K - -This model was trained with a shorted schedule than other LAION-2B models with 12B samples seen instead of 32+B. It matches LAION-400M training in samples seen. Many zero-shot results are lower as a result, but despite this it performs very well in some OOD zero-shot and retrieval tasks. - - -#### ViT-B/32 roberta base - -A ViT-B/32 with roberta base encoder with a 61.7% top-1 ImageNet-1k zero-shot was trained on stability. See model details here https://huggingface.co/laion/CLIP-ViT-B-32-roberta-base-laion2B-s12B-b32k -This is the first openclip model using a HF text tower. It has better performance on a range of tasks compared to the standard text encoder, see [metrics](https://huggingface.co/laion/CLIP-ViT-B-32-roberta-base-laion2B-s12B-b32k/blob/main/unknown.png) - -#### ViT-B/32 xlm roberta base - -A ViT-B/32 with xlm roberta base encoder with a 62.33% top-1 ImageNet-1k zero-shot was trained on stability. See model details here https://huggingface.co/laion/CLIP-ViT-B-32-xlm-roberta-base-laion5B-s13B-b90k -This is the first openclip model trained on the full laion5B dataset; hence the first multilingual clip trained with openclip. It has better performance on a range of tasks compared to the standard text encoder, see [metrics](https://huggingface.co/laion/CLIP-ViT-B-32-xlm-roberta-base-laion5B-s13B-b90k/blob/main/metrics.png) -A preliminary multilingual evaluation was run: 43% on imagenet1k italian (vs 21% for english B/32), 37% for imagenet1k japanese (vs 1% for english B/32 and 50% for B/16 clip japanese). It shows the multilingual property is indeed there as expected. Larger models will get even better performance. - -#### ViT-H/14 xlm roberta large - -A ViT-H/14 with xlm roberta large encoder with a 77.0% (vs 78% for the english equivalent) top-1 ImageNet-1k zero-shot was trained on stability. See model details here https://huggingface.co/laion/CLIP-ViT-H-14-frozen-xlm-roberta-large-laion5B-s13B-b90k - -This model was trained following the [LiT](https://arxiv.org/abs/2111.07991) methodology: the image tower was frozen (initialized from english openclip ViT-H/14), the text tower was initialized from [xlm roberta large](https://huggingface.co/xlm-roberta-large) and unfrozen. This reduced training cost by a 3x factor. - -See full english [metrics](https://huggingface.co/laion/CLIP-ViT-H-14-frozen-xlm-roberta-large-laion5B-s13B-b90k/resolve/main/results_xlm_roberta_large.png) - -On zero shot classification on imagenet with translated prompts this model reaches: - -* 56% in italian (vs 21% for https://github.com/clip-italian/clip-italian) -* 53% in japanese (vs 54.6% for https://github.com/rinnakk/japanese-clip) -* 55.7% in chinese (to be compared with https://github.com/OFA-Sys/Chinese-CLIP) - - -### CommonPool and DataComp models - -As part of [DataComp](https://github.com/mlfoundations/datacomp), we trained models on CommonPool using various data filtering strategies. - -The best performing models are specified below for the xlarge scale, see our paper [DataComp: In seearch of the next generation of multimodal datasets](https://arxiv.org/abs/2304.14108) for more details. - -Additional models and more information can be found at [/docs/datacomp_models.md](/docs/datacomp_models.md). - - -* `datacomp_xl_s13b_b90k`: A ViT-L/14 trained on DataComp-1B for 12.8B steps and batch size 90k. Achieves 79.2% zero-shot accuracy on ImageNet. Available at https://huggingface.co/laion/CLIP-ViT-L-14-DataComp.XL-s13B-b90K. - -* `commonpool_xl_clip_s13b_b90k`: A ViT-L/14 trained on CommonPool-XL filtered using CLIP scores, for 12.8B steps and batch size 90k. Achieves 76.4% zero-shot accuracy on ImageNet. Available at https://huggingface.co/laion/CLIP-ViT-L-14-CommonPool.XL.clip-s13B-b90K. - -* `commonpool_xl_laion_s13b_b90k`: A ViT-L/14 trained on CommonPool-XL filtered using the LAION-2B filtering scheme, for 12.8B steps and batch size 90k. Achieves 75.5% zero-shot accuracy on ImageNet. Available at https://huggingface.co/laion/CLIP-ViT-L-14-CommonPool.XL.laion-s13B-b90K. - -* `commonpool_xl_s13b_b90k`: A ViT-L/14 trained on CommonPool-XL without any filtering, for 12.8B steps and batch size 90k. Achieves 72.3% zero-shot accuracy on ImageNet. Available at https://huggingface.co/laion/CLIP-ViT-L-14-CommonPool.XL-s13B-b90K. - - -#### YFCC-15M - -Below are checkpoints of models trained on YFCC-15M, along with their zero-shot top-1 accuracies on ImageNet and ImageNetV2. These models were trained using 8 GPUs and the same hyperparameters described in the "Sample running code" section, with the exception of `lr=5e-4` and `epochs=32`. - -* [ResNet-50](https://github.com/mlfoundations/open_clip/releases/download/v0.2-weights/rn50-quickgelu-yfcc15m-455df137.pt) (32.7% / 27.9%) -* [ResNet-101](https://github.com/mlfoundations/open_clip/releases/download/v0.2-weights/rn101-quickgelu-yfcc15m-3e04b30e.pt) (34.8% / 30.0%) - -#### CC12M - https://github.com/google-research-datasets/conceptual-12m - -* [ResNet-50](https://github.com/mlfoundations/open_clip/releases/download/v0.2-weights/rn50-quickgelu-cc12m-f000538c.pt) (36.45%) - -### Pretrained Model Interface - -We offer a simple model interface to instantiate both pre-trained and untrained models. - -NOTE: Many existing checkpoints use the QuickGELU activation from the original OpenAI models. This activation is actually less efficient than native torch.nn.GELU in recent versions of PyTorch. The model defaults are now nn.GELU, so one should use model definitions with `-quickgelu` postfix for the OpenCLIP pretrained weights. All OpenAI pretrained weights will always default to QuickGELU. One can also use the non `-quickgelu` model definitions with pretrained weights using QuickGELU but there will be an accuracy drop, for fine-tune that will likely vanish for longer runs. - -Future trained models will use nn.GELU. - -```python ->>> import open_clip ->>> open_clip.list_pretrained() -[('RN50', 'openai'), -('RN50', 'yfcc15m'), -('RN50', 'cc12m'), -('RN50-quickgelu', 'openai'), -('RN50-quickgelu', 'yfcc15m'), -('RN50-quickgelu', 'cc12m'), -('RN101', 'openai'), -('RN101', 'yfcc15m'), -('RN101-quickgelu', 'openai'), -('RN101-quickgelu', 'yfcc15m'), -('RN50x4', 'openai'), -('RN50x16', 'openai'), -('RN50x64', 'openai'), -('ViT-B-32', 'openai'), -('ViT-B-32', 'laion400m_e31'), -('ViT-B-32', 'laion400m_e32'), -('ViT-B-32', 'laion2b_e16'), -('ViT-B-32', 'laion2b_s34b_b79k'), -('ViT-B-32', 'datacomp_m_s128m_b4k'), -('ViT-B-32', 'commonpool_m_clip_s128m_b4k'), -('ViT-B-32', 'commonpool_m_laion_s128m_b4k'), -('ViT-B-32', 'commonpool_m_image_s128m_b4k'), -('ViT-B-32', 'commonpool_m_text_s128m_b4k'), -('ViT-B-32', 'commonpool_m_basic_s128m_b4k'), -('ViT-B-32', 'commonpool_m_s128m_b4k'), -('ViT-B-32', 'datacomp_s_s13m_b4k'), -('ViT-B-32', 'commonpool_s_clip_s13m_b4k'), -('ViT-B-32', 'commonpool_s_laion_s13m_b4k'), -('ViT-B-32', 'commonpool_s_image_s13m_b4k'), -('ViT-B-32', 'commonpool_s_text_s13m_b4k'), -('ViT-B-32', 'commonpool_s_basic_s13m_b4k'), -('ViT-B-32', 'commonpool_s_s13m_b4k'), -('ViT-B-32-quickgelu', 'openai'), -('ViT-B-32-quickgelu', 'laion400m_e31'), -('ViT-B-32-quickgelu', 'laion400m_e32'), -('ViT-B-16', 'openai'), -('ViT-B-16', 'laion400m_e31'), -('ViT-B-16', 'laion400m_e32'), -('ViT-B-16', 'laion2b_s34b_b88k'), -('ViT-B-16', 'datacomp_l_s1b_b8k'), -('ViT-B-16', 'commonpool_l_clip_s1b_b8k'), -('ViT-B-16', 'commonpool_l_laion_s1b_b8k'), -('ViT-B-16', 'commonpool_l_image_s1b_b8k'), -('ViT-B-16', 'commonpool_l_text_s1b_b8k'), -('ViT-B-16', 'commonpool_l_basic_s1b_b8k'), -('ViT-B-16', 'commonpool_l_s1b_b8k'), -('ViT-B-16-plus-240', 'laion400m_e31'), -('ViT-B-16-plus-240', 'laion400m_e32'), -('ViT-L-14', 'openai'), -('ViT-L-14', 'laion400m_e31'), -('ViT-L-14', 'laion400m_e32'), -('ViT-L-14', 'laion2b_s32b_b82k'), -('ViT-L-14', 'datacomp_xl_s13b_b90k'), -('ViT-L-14', 'commonpool_xl_clip_s13b_b90k'), -('ViT-L-14', 'commonpool_xl_laion_s13b_b90k'), -('ViT-L-14', 'commonpool_xl_s13b_b90k'), -('ViT-L-14-336', 'openai'), -('ViT-H-14', 'laion2b_s32b_b79k'), -('ViT-g-14', 'laion2b_s12b_b42k'), -('ViT-g-14', 'laion2b_s34b_b88k'), -('ViT-bigG-14', 'laion2b_s39b_b160k'), -('roberta-ViT-B-32', 'laion2b_s12b_b32k'), -('xlm-roberta-base-ViT-B-32', 'laion5b_s13b_b90k'), -('xlm-roberta-large-ViT-H-14', 'frozen_laion5b_s13b_b90k'), -('convnext_base', 'laion400m_s13b_b51k'), -('convnext_base_w', 'laion2b_s13b_b82k'), -('convnext_base_w', 'laion2b_s13b_b82k_augreg'), -('convnext_base_w', 'laion_aesthetic_s13b_b82k'), -('convnext_base_w_320', 'laion_aesthetic_s13b_b82k'), -('convnext_base_w_320', 'laion_aesthetic_s13b_b82k_augreg'), -('convnext_large_d', 'laion2b_s26b_b102k_augreg'), -('convnext_large_d_320', 'laion2b_s29b_b131k_ft'), -('convnext_large_d_320', 'laion2b_s29b_b131k_ft_soup'), -('convnext_xxlarge', 'laion2b_s34b_b82k_augreg'), -('convnext_xxlarge', 'laion2b_s34b_b82k_augreg_rewind'), -('convnext_xxlarge', 'laion2b_s34b_b82k_augreg_soup'), -('coca_ViT-B-32', 'laion2b_s13b_b90k'), -('coca_ViT-B-32', 'mscoco_finetuned_laion2b_s13b_b90k'), -('coca_ViT-L-14', 'laion2b_s13b_b90k'), -('coca_ViT-L-14', 'mscoco_finetuned_laion2b_s13b_b90k'), -('EVA01-g-14', 'laion400m_s11b_b41k'), -('EVA01-g-14-plus', 'merged2b_s11b_b114k'), -('EVA02-B-16', 'merged2b_s8b_b131k'), -('EVA02-L-14', 'merged2b_s4b_b131k'), -('EVA02-L-14-336', 'merged2b_s6b_b61k'), -('EVA02-E-14', 'laion2b_s4b_b115k'), -('EVA02-E-14-plus', 'laion2b_s9b_b144k') -] - ->>> model, train_transform, eval_transform = open_clip.create_model_and_transforms('ViT-B-32', pretrained='laion2b_s34b_b79k') -``` ### Model distillation You can distill from a pre-trained by using `--distill-model` and `--distill-pretrained` to specify the model you'd like to distill from. @@ -735,40 +495,7 @@ The module `open_clip.push_to_hf_hub` includes helpers for pushing models /w wei The tool can be run from command line, ex: `python -m open_clip.push_to_hf_hub --model convnext_large_d_320 --pretrained /train/checkpoints/epoch_12.pt --repo-id laion/CLIP-convnext_large_d_320.laion2B-s29B-b131K-ft` -## Scaling trends - -The plot below shows how zero-shot performance of CLIP models varies as we scale the number of samples used for training. Zero-shot performance increases steadily for both ImageNet and [ImageNetV2](https://arxiv.org/abs/1902.10811), and is far from saturated at ~15M samples. - - - -## Why are low-accuracy CLIP models interesting? - -**TL;DR:** CLIP models have high effective robustness, even at small scales. - -CLIP models are particularly intriguing because they are more robust to natural distribution shifts (see Section 3.3 in the [CLIP paper](https://arxiv.org/abs/2103.00020)). -This phenomena is illustrated by the figure below, with ImageNet accuracy on the x-axis -and [ImageNetV2](https://arxiv.org/abs/1902.10811) (a reproduction of the ImageNet validation set with distribution shift) accuracy on the y-axis. -Standard training denotes training on the ImageNet train set and the CLIP zero-shot models -are shown as stars. - -![CLIP scatter plot](https://raw.githubusercontent.com/mlfoundations/open_clip/main/docs/effective_robustness.png) - -As observed by [Taori et al., 2020](https://arxiv.org/abs/2007.00644) and [Miller et al., 2021](https://arxiv.org/abs/2107.04649), the in-distribution -and out-of-distribution accuracies of models trained on ImageNet follow a predictable linear trend (the red line in the above plot). *Effective robustness* -quantifies robustness as accuracy beyond this baseline, i.e., how far a model lies above the red line. Ideally a model would not suffer from distribution shift and fall on the y = x line ([trained human labelers are within a percentage point of the y = x line](http://proceedings.mlr.press/v119/shankar20c.html)). - -Even though the CLIP models trained with -this codebase achieve much lower accuracy than those trained by OpenAI, our models still lie on the same -trend of improved effective robustness (the purple line). Therefore, we can study what makes -CLIP robust without requiring industrial-scale compute. - -For more information on effective robustness, please see: - -- [Recht et al., 2019](https://arxiv.org/abs/1902.10811). -- [Taori et al., 2020](https://arxiv.org/abs/2007.00644). -- [Miller et al., 2021](https://arxiv.org/abs/2107.04649). -To know more about the factors that contribute to CLIP's robustness refer to [Fang et al., 2022](https://arxiv.org/abs/2205.01397). ## Acknowledgments @@ -776,7 +503,7 @@ We gratefully acknowledge the Gauss Centre for Supercomputing e.V. (www.gauss-ce ## The Team -Current development of this repository is led by [Ross Wightman](https://rwightman.com/), [Cade Gordon](http://cadegordon.io/), and [Vaishaal Shankar](http://vaishaal.com/). +Current development of this repository is led by [Ross Wightman](https://rwightman.com/), [Romain Beaumont](https://github.com/rom1504), [Cade Gordon](http://cadegordon.io/), and [Vaishaal Shankar](http://vaishaal.com/). The original version of this repository is from a group of researchers at UW, Google, Stanford, Amazon, Columbia, and Berkeley. diff --git a/docs/LOW_ACC.md b/docs/LOW_ACC.md new file mode 100644 index 000000000..adcad6f22 --- /dev/null +++ b/docs/LOW_ACC.md @@ -0,0 +1,38 @@ +As we describe in more detail below, CLIP models in a medium accuracy regime already allow us to draw conclusions about the robustness of larger CLIP models since the models follow reliable scaling laws. + +[Cherti et al., 2022](https://arxiv.org/abs/2212.07143) and [Gadre et al., 2023](https://arxiv.org/abs/2304.14108) show additional discussions about the scaling behavior of CLIP models. + +## Scaling trends + +The plot below shows how zero-shot performance of CLIP models varies as we scale the number of samples used for training. Zero-shot performance increases steadily for both ImageNet and [ImageNetV2](https://arxiv.org/abs/1902.10811), and is far from saturated at ~15M samples. + + + +## Why are low-accuracy CLIP models interesting? + +**TL;DR:** CLIP models have high effective robustness, even at small scales. + +CLIP models are particularly intriguing because they are more robust to natural distribution shifts (see Section 3.3 in the [CLIP paper](https://arxiv.org/abs/2103.00020)). +This phenomena is illustrated by the figure below, with ImageNet accuracy on the x-axis +and [ImageNetV2](https://arxiv.org/abs/1902.10811) (a reproduction of the ImageNet validation set with distribution shift) accuracy on the y-axis. +Standard training denotes training on the ImageNet train set and the CLIP zero-shot models +are shown as stars. + +![CLIP scatter plot](https://raw.githubusercontent.com/mlfoundations/open_clip/main/docs/effective_robustness.png) + +As observed by [Taori et al., 2020](https://arxiv.org/abs/2007.00644) and [Miller et al., 2021](https://arxiv.org/abs/2107.04649), the in-distribution +and out-of-distribution accuracies of models trained on ImageNet follow a predictable linear trend (the red line in the above plot). *Effective robustness* +quantifies robustness as accuracy beyond this baseline, i.e., how far a model lies above the red line. Ideally a model would not suffer from distribution shift and fall on the y = x line ([trained human labelers are within a percentage point of the y = x line](http://proceedings.mlr.press/v119/shankar20c.html)). + +Even though the CLIP models trained with +this codebase achieve much lower accuracy than those trained by OpenAI, our models still lie on the same +trend of improved effective robustness (the purple line). Therefore, we can study what makes +CLIP robust without requiring industrial-scale compute. + +For more information on effective robustness, please see: + +- [Recht et al., 2019](https://arxiv.org/abs/1902.10811). +- [Taori et al., 2020](https://arxiv.org/abs/2007.00644). +- [Miller et al., 2021](https://arxiv.org/abs/2107.04649). + +To know more about the factors that contribute to CLIP's robustness refer to [Fang et al., 2022](https://arxiv.org/abs/2205.01397). \ No newline at end of file diff --git a/docs/PRETRAINED.md b/docs/PRETRAINED.md new file mode 100644 index 000000000..37eae61e8 --- /dev/null +++ b/docs/PRETRAINED.md @@ -0,0 +1,148 @@ +## Pretrained model results + +We evaluate the full collection of available models on a suite of 38 datasets in a zero-shot setting (i.e., without fine-tuning), following [Gadre et al., 2023](https://arxiv.org/abs/2304.14108). +Click below to see the full results. + +[Full results](docs/openclip_results.csv) + +## Pretrained model details + +Below are details for several of our pretrained models. + +### LAION-400M - https://laion.ai/laion-400-open-dataset + +We ran experiments in an attempt to reproduce OpenAI's ViT results with the comparably sized (and open) LAION-400M dataset. Trained +weights can be found in release [v0.2](https://github.com/mlfoundations/open_clip/releases/tag/v0.2-weights). + +The LAION400M weights have been trained on the JUWELS supercomputer (see acknowledgements section below). + +#### ViT-B/32 224x224 + +We replicate OpenAI's results on ViT-B/32, reaching a top-1 ImageNet-1k zero-shot accuracy of 62.96%. + + + +__Zero-shot comparison (courtesy of Andreas Fürst)__ + + +ViT-B/32 was trained with 128 A100 (40 GB) GPUs for ~36 hours, 4600 GPU-hours. The per-GPU batch size was 256 for a global batch size of 32768. 256 is much lower than it could have been (~320-384) due to being sized initially before moving to 'local' contrastive loss. + +#### ViT-B/16 224x224 + +The B/16 LAION400M training reached a top-1 ImageNet-1k zero-shot validation score of 67.07. + + + +This was the first major train session using the updated webdataset 0.2.x code. A bug was found that prevented shards from being shuffled properly between nodes/workers each epoch. This was fixed part way through training (epoch 26) but likely had an impact. + +ViT-B/16 was trained with 176 A100 (40 GB) GPUS for ~61 hours, 10700 GPU-hours. Batch size per GPU was 192 for a global batch size of 33792. + +#### ViT-B/16+ 240x240 + +The B/16+ 240x240 LAION400M training reached a top-1 ImageNet-1k zero-shot validation score of 69.21. + +This model is the same depth as the B/16, but increases the + * vision width from 768 -> 896 + * text width from 512 -> 640 + * the resolution 224x224 -> 240x240 (196 -> 225 tokens) + + + +Unlike the B/16 run above, this model was a clean run with no dataset shuffling issues. + +ViT-B/16+ was trained with 224 A100 (40 GB) GPUS for ~61 hours, 13620 GPU-hours. Batch size per GPU was 160 for a global batch size of 35840. + +#### ViT-L/14 224x224 + +The L/14 LAION-400M training reached a top-1 ImageNet-1k zero-shot validation score of 72.77. + + + +ViT-L/14 was trained with 400 A100 (40 GB) GPUS for ~127 hours, 50800 GPU-hours. Batch size per GPU was 96 for a global batch size of 38400. Grad checkpointing was enabled. + +### LAION-2B (en) - https://laion.ai/laion-5b-a-new-era-of-open-large-scale-multi-modal-datasets/ + +A ~2B sample subset of LAION-5B with english captions (https://huggingface.co/datasets/laion/laion2B-en) + +#### ViT-B/32 224x224 +A ViT-B/32 trained on LAION-2B, reaching a top-1 ImageNet-1k zero-shot accuracy of 65.62%. + + + +ViT-B/32 was trained with 112 A100 (40 GB) GPUs. The per-GPU batch size was 416 for a global batch size of 46592. Compute generously provided by [stability.ai](https://stability.ai/). + +A second iteration of B/32 was trained on stability.ai cluster with a larger global batch size and learning rate, hitting 66.6% top-1. See https://huggingface.co/laion/CLIP-ViT-B-32-laion2B-s34B-b79K + +#### ViT-L/14 224x224 + +A ViT-L/14 with a 75.3% top-1 ImageNet-1k zero-shot was trained on JUWELS Booster. See model details here https://huggingface.co/laion/CLIP-ViT-L-14-laion2B-s32B-b82K + +These weights use a different dataset mean and std than others. Instead of using the OpenAI mean & std, inception style normalization `[-1, 1]` is used via a mean and std of `[0.5, 0.5, 0.5]`. This is handled automatically if using `open_clip.create_model_and_transforms` from pretrained weights. + +#### ViT-H/14 224x224 + +A ViT-H/14 with a 78.0% top-1 ImageNet-1k zero-shot was trained on JUWELS Booster. See model details here https://huggingface.co/laion/CLIP-ViT-H-14-laion2B-s32B-b79K + +#### ViT-g/14 224x224 + +A ViT-g/14 with a 76.6% top-1 ImageNet-1k zero-shot was trained on JUWELS Booster. See model details here https://huggingface.co/laion/CLIP-ViT-g-14-laion2B-s12B-b42K + +This model was trained with a shorted schedule than other LAION-2B models with 12B samples seen instead of 32+B. It matches LAION-400M training in samples seen. Many zero-shot results are lower as a result, but despite this it performs very well in some OOD zero-shot and retrieval tasks. + + +#### ViT-B/32 roberta base + +A ViT-B/32 with roberta base encoder with a 61.7% top-1 ImageNet-1k zero-shot was trained on stability. See model details here https://huggingface.co/laion/CLIP-ViT-B-32-roberta-base-laion2B-s12B-b32k +This is the first openclip model using a HF text tower. It has better performance on a range of tasks compared to the standard text encoder, see [metrics](https://huggingface.co/laion/CLIP-ViT-B-32-roberta-base-laion2B-s12B-b32k/blob/main/unknown.png) + +#### ViT-B/32 xlm roberta base + +A ViT-B/32 with xlm roberta base encoder with a 62.33% top-1 ImageNet-1k zero-shot was trained on stability. See model details here https://huggingface.co/laion/CLIP-ViT-B-32-xlm-roberta-base-laion5B-s13B-b90k +This is the first openclip model trained on the full laion5B dataset; hence the first multilingual clip trained with openclip. It has better performance on a range of tasks compared to the standard text encoder, see [metrics](https://huggingface.co/laion/CLIP-ViT-B-32-xlm-roberta-base-laion5B-s13B-b90k/blob/main/metrics.png) +A preliminary multilingual evaluation was run: 43% on imagenet1k italian (vs 21% for english B/32), 37% for imagenet1k japanese (vs 1% for english B/32 and 50% for B/16 clip japanese). It shows the multilingual property is indeed there as expected. Larger models will get even better performance. + +#### ViT-H/14 xlm roberta large + +A ViT-H/14 with xlm roberta large encoder with a 77.0% (vs 78% for the english equivalent) top-1 ImageNet-1k zero-shot was trained on stability. See model details here https://huggingface.co/laion/CLIP-ViT-H-14-frozen-xlm-roberta-large-laion5B-s13B-b90k + +This model was trained following the [LiT](https://arxiv.org/abs/2111.07991) methodology: the image tower was frozen (initialized from english openclip ViT-H/14), the text tower was initialized from [xlm roberta large](https://huggingface.co/xlm-roberta-large) and unfrozen. This reduced training cost by a 3x factor. + +See full english [metrics](https://huggingface.co/laion/CLIP-ViT-H-14-frozen-xlm-roberta-large-laion5B-s13B-b90k/resolve/main/results_xlm_roberta_large.png) + +On zero shot classification on imagenet with translated prompts this model reaches: + +* 56% in italian (vs 21% for https://github.com/clip-italian/clip-italian) +* 53% in japanese (vs 54.6% for https://github.com/rinnakk/japanese-clip) +* 55.7% in chinese (to be compared with https://github.com/OFA-Sys/Chinese-CLIP) + + +#### YFCC-15M + +Below are checkpoints of models trained on YFCC-15M, along with their zero-shot top-1 accuracies on ImageNet and ImageNetV2. These models were trained using 8 GPUs and the same hyperparameters described in the "Sample running code" section, with the exception of `lr=5e-4` and `epochs=32`. + +* [ResNet-50](https://github.com/mlfoundations/open_clip/releases/download/v0.2-weights/rn50-quickgelu-yfcc15m-455df137.pt) (32.7% / 27.9%) +* [ResNet-101](https://github.com/mlfoundations/open_clip/releases/download/v0.2-weights/rn101-quickgelu-yfcc15m-3e04b30e.pt) (34.8% / 30.0%) + +#### CC12M - https://github.com/google-research-datasets/conceptual-12m + +* [ResNet-50](https://github.com/mlfoundations/open_clip/releases/download/v0.2-weights/rn50-quickgelu-cc12m-f000538c.pt) (36.45%) + + +### CommonPool and DataComp models + +As part of [DataComp](https://github.com/mlfoundations/datacomp), we trained models on CommonPool using various data filtering strategies. + +The best performing models are specified below for the xlarge scale, see our paper [DataComp: In seearch of the next generation of multimodal datasets](https://arxiv.org/abs/2304.14108) for more details. + +Additional models and more information can be found at [/docs/datacomp_models.md](/docs/datacomp_models.md). + + +* `datacomp_xl_s13b_b90k`: A ViT-L/14 trained on DataComp-1B for 12.8B steps and batch size 90k. Achieves 79.2% zero-shot accuracy on ImageNet. Available at https://huggingface.co/laion/CLIP-ViT-L-14-DataComp.XL-s13B-b90K. + +* `commonpool_xl_clip_s13b_b90k`: A ViT-L/14 trained on CommonPool-XL filtered using CLIP scores, for 12.8B steps and batch size 90k. Achieves 76.4% zero-shot accuracy on ImageNet. Available at https://huggingface.co/laion/CLIP-ViT-L-14-CommonPool.XL.clip-s13B-b90K. + +* `commonpool_xl_laion_s13b_b90k`: A ViT-L/14 trained on CommonPool-XL filtered using the LAION-2B filtering scheme, for 12.8B steps and batch size 90k. Achieves 75.5% zero-shot accuracy on ImageNet. Available at https://huggingface.co/laion/CLIP-ViT-L-14-CommonPool.XL.laion-s13B-b90K. + +* `commonpool_xl_s13b_b90k`: A ViT-L/14 trained on CommonPool-XL without any filtering, for 12.8B steps and batch size 90k. Achieves 72.3% zero-shot accuracy on ImageNet. Available at https://huggingface.co/laion/CLIP-ViT-L-14-CommonPool.XL-s13B-b90K. + + diff --git a/docs/openclip_results.csv b/docs/openclip_results.csv new file mode 100644 index 000000000..293748d9c --- /dev/null +++ b/docs/openclip_results.csv @@ -0,0 +1,91 @@ +name,pretrained,Average perf. on 38 datasets,ImageNet 1k,Caltech-101,CIFAR-10,CIFAR-100,CLEVR Counts,CLEVR Distance,Country211,Describable Textures,EuroSAT,FGVC Aircraft,Food-101,GTSRB,ImageNet Sketch,ImageNet v2,ImageNet-A,ImageNet-O,ImageNet-R,KITTI Vehicle Distance,MNIST,ObjectNet,Oxford Flowers-102,Oxford-IIIT Pet,Pascal VOC 2007,PatchCamelyon,Rendered SST2,RESISC45,Stanford Cars,STL-10,SUN397,SVHN,Flickr,MSCOCO,WinoGAViL,iWildCam,Camelyon17,FMoW,Dollar Street,GeoDE +EVA02-E-14-plus,laion2b_s9b_b144k,0.6930,0.8201,0.9535,0.9934,0.9316,0.2991,0.1998,0.3564,0.6777,0.7574,0.5360,0.9496,0.6740,0.7162,0.7564,0.8223,0.3540,0.9456,0.1842,0.7463,0.7937,0.8433,0.9567,0.8569,0.6442,0.6271,0.7490,0.9457,0.9926,0.7510,0.7560,0.8648,0.5991,0.4403,0.2591,0.6948,0.2668,0.6951,0.9244 +EVA02-E-14,laion2b_s4b_b115k,0.6690,0.8196,0.9541,0.9925,0.9258,0.1632,0.2499,0.3482,0.6878,0.7446,0.4892,0.9523,0.6729,0.7151,0.7566,0.8044,0.3340,0.9407,0.1294,0.7581,0.7674,0.8210,0.9569,0.8136,0.4972,0.5859,0.7324,0.9438,0.9926,0.7658,0.6381,0.8515,0.5892,0.4429,0.2289,0.4894,0.2801,0.6682,0.9182 +ViT-bigG-14,laion2b_s39b_b160k,0.6667,0.8009,0.9484,0.9824,0.8752,0.2989,0.2002,0.3379,0.6867,0.6919,0.4953,0.9309,0.6244,0.6894,0.7359,0.6933,0.3785,0.9213,0.1308,0.7157,0.7284,0.8163,0.9529,0.8077,0.6364,0.6535,0.7235,0.9460,0.9850,0.7450,0.6961,0.8623,0.5938,0.4488,0.1760,0.5905,0.2352,0.6857,0.9127 +ViT-L-14,datacomp_xl_s13b_b90k,0.6627,0.7921,0.9465,0.9824,0.8736,0.3555,0.2443,0.3157,0.6649,0.7124,0.4750,0.9452,0.5853,0.6795,0.7205,0.6959,0.3255,0.9083,0.2785,0.8661,0.7425,0.8262,0.9506,0.8247,0.5118,0.6101,0.6941,0.9305,0.9925,0.7427,0.6769,0.8119,0.5451,0.4666,0.1614,0.5089,0.2403,0.6624,0.9152 +EVA01-g-14-plus,merged2b_s11b_b114k,0.6624,0.7933,0.9506,0.9910,0.9008,0.2302,0.2293,0.3087,0.6734,0.7280,0.3947,0.9366,0.6644,0.6814,0.7214,0.7416,0.3415,0.9246,0.1491,0.7176,0.7491,0.7959,0.9490,0.8285,0.6244,0.5854,0.7079,0.9073,0.9949,0.7426,0.5951,0.8535,0.5925,0.4684,0.1882,0.7100,0.2283,0.6589,0.9148 +EVA02-L-14-336,merged2b_s6b_b61k,0.6583,0.8039,0.9525,0.9892,0.8980,0.3635,0.2485,0.3354,0.6473,0.7139,0.3758,0.9421,0.5759,0.6891,0.7380,0.8289,0.2850,0.9324,0.2377,0.6421,0.7789,0.7645,0.9424,0.8267,0.5487,0.6463,0.6910,0.9158,0.9966,0.7480,0.4575,0.8381,0.5605,0.5053,0.2105,0.5691,0.2198,0.6811,0.9136 +convnext_xxlarge,laion2b_s34b_b82k_augreg_soup,0.6530,0.7947,0.9448,0.9822,0.8687,0.1454,0.2365,0.3170,0.7053,0.6128,0.4434,0.9321,0.5508,0.6840,0.7260,0.6719,0.4060,0.9160,0.2363,0.8277,0.7273,0.8241,0.9445,0.8090,0.5142,0.6952,0.7190,0.9409,0.9810,0.7458,0.6254,0.8521,0.5867,0.4702,0.1730,0.6071,0.0000,0.6764,0.9215 +convnext_xxlarge,laion2b_s34b_b82k_augreg_rewind,0.6521,0.7931,0.9452,0.9823,0.8686,0.1651,0.2534,0.3155,0.7016,0.6331,0.4398,0.9308,0.5491,0.6825,0.7228,0.6657,0.3975,0.9139,0.2419,0.7930,0.7252,0.8241,0.9438,0.8100,0.5014,0.6897,0.7168,0.9406,0.9801,0.7459,0.6137,0.8498,0.5871,0.4741,0.1735,0.6071,0.0000,0.6799,0.9228 +xlm-roberta-large-ViT-H-14,frozen_laion5b_s13b_b90k,0.6515,0.7695,0.9422,0.9718,0.8430,0.3358,0.2050,0.3172,0.6926,0.6793,0.4673,0.9236,0.6239,0.6581,0.6944,0.5935,0.3390,0.8940,0.1364,0.7804,0.6911,0.7532,0.9431,0.7995,0.5792,0.6436,0.6825,0.9362,0.9889,0.7551,0.5950,0.8461,0.5758,0.5206,0.1392,0.6749,0.2098,0.6460,0.9111 +ViT-L-14,commonpool_xl_clip_s13b_b90k,0.6501,0.7637,0.9502,0.9797,0.8615,0.2547,0.2451,0.2984,0.6521,0.6681,0.3860,0.9355,0.5980,0.6538,0.6953,0.6197,0.3525,0.8924,0.2982,0.9040,0.7165,0.8006,0.9424,0.8336,0.5688,0.6178,0.6978,0.9352,0.9875,0.7351,0.6853,0.7768,0.5156,0.4728,0.1439,0.5100,0.1705,0.6776,0.9056 +EVA02-L-14,merged2b_s4b_b131k,0.6488,0.7977,0.9512,0.9908,0.9071,0.3176,0.2462,0.3091,0.6319,0.6994,0.3638,0.9340,0.5718,0.6813,0.7295,0.7619,0.2880,0.9272,0.2518,0.6729,0.7489,0.7631,0.9398,0.8220,0.5431,0.6150,0.6968,0.9055,0.9961,0.7410,0.4793,0.8351,0.5556,0.5081,0.1886,0.5124,0.2017,0.6624,0.9073 +convnext_xxlarge,laion2b_s34b_b82k_augreg,0.6479,0.7907,0.9429,0.9816,0.8677,0.1399,0.1195,0.3127,0.7096,0.6030,0.4250,0.9295,0.5454,0.6806,0.7223,0.6692,0.4025,0.9131,0.2616,0.8687,0.7235,0.8091,0.9455,0.8116,0.5340,0.6782,0.7100,0.9399,0.9824,0.7436,0.6379,0.8531,0.5834,0.4536,0.1616,0.5719,0.0000,0.6729,0.9228 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+ViT-B-32,commonpool_m_basic_s128m_b4k,0.2849,0.2255,0.6118,0.6321,0.3531,0.1417,0.2217,0.0423,0.1973,0.2191,0.0155,0.3165,0.1225,0.1434,0.1820,0.0383,0.3505,0.2684,0.2982,0.1229,0.1754,0.1853,0.2752,0.5323,0.5402,0.5014,0.2305,0.2900,0.7793,0.3490,0.0638,0.2187,0.1333,0.4015,0.0133,0.5137,0.0285,0.4591,0.6322 +RN50,yfcc15m,0.2811,0.3238,0.5095,0.4943,0.1862,0.1315,0.2003,0.0642,0.1745,0.1811,0.0373,0.4304,0.0844,0.0729,0.2806,0.1371,0.3265,0.2231,0.2602,0.1004,0.1824,0.4680,0.2777,0.3888,0.5331,0.4992,0.1494,0.0429,0.8161,0.3999,0.0640,0.4106,0.2236,0.3023,0.0324,0.5256,0.0501,0.4673,0.6289 +RN50-quickgelu,yfcc15m,0.2776,0.3275,0.5089,0.4919,0.2033,0.1305,0.1990,0.0637,0.1729,0.1596,0.0371,0.4493,0.0956,0.0715,0.2793,0.1373,0.3315,0.2220,0.2560,0.0924,0.1772,0.4718,0.2771,0.3845,0.5131,0.4992,0.1424,0.0407,0.7914,0.3919,0.0642,0.4045,0.2182,0.3130,0.0261,0.5058,0.0000,0.4638,0.6343 +ViT-B-32,commonpool_m_s128m_b4k,0.2580,0.1755,0.5231,0.7459,0.4391,0.1263,0.2265,0.0362,0.1606,0.2537,0.0115,0.2342,0.0869,0.0952,0.1440,0.0388,0.2780,0.1983,0.2743,0.0933,0.1574,0.1128,0.1676,0.5448,0.5048,0.5003,0.1810,0.1332,0.7690,0.3066,0.0933,0.1599,0.0974,0.3983,0.0127,0.5015,0.0000,0.4276,0.5942 +ViT-B-32,commonpool_s_clip_s13m_b4k,0.1731,0.0505,0.2483,0.4768,0.1937,0.1529,0.2313,0.0119,0.0782,0.2067,0.0083,0.0801,0.0732,0.0200,0.0380,0.0181,0.1380,0.0655,0.2785,0.0874,0.0506,0.0539,0.0796,0.3379,0.6367,0.5014,0.0806,0.0276,0.5353,0.1126,0.1166,0.0343,0.0224,0.2994,0.0004,0.6874,0.0000,0.2605,0.2827 +ViT-B-32,commonpool_s_text_s13m_b4k,0.1573,0.0460,0.2231,0.4679,0.1844,0.1350,0.1899,0.0121,0.0670,0.0896,0.0139,0.0618,0.0411,0.0175,0.0398,0.0187,0.1270,0.0606,0.3980,0.0771,0.0494,0.0428,0.0581,0.2942,0.5027,0.5008,0.1029,0.0204,0.5019,0.1051,0.0933,0.0424,0.0214,0.3120,0.0015,0.5000,0.0000,0.2745,0.2843 +ViT-B-32,commonpool_s_image_s13m_b4k,0.1449,0.0392,0.2238,0.3176,0.1329,0.1121,0.2217,0.0109,0.0521,0.1593,0.0120,0.0604,0.0579,0.0186,0.0308,0.0155,0.1055,0.0578,0.2883,0.0991,0.0436,0.0528,0.0474,0.2666,0.5273,0.4646,0.0794,0.0173,0.4601,0.0725,0.1305,0.0171,0.0130,0.2525,0.0033,0.5425,0.0085,0.2150,0.2752 +ViT-B-32,datacomp_s_s13m_b4k,0.1449,0.0392,0.2238,0.3176,0.1329,0.1121,0.2217,0.0109,0.0521,0.1593,0.0120,0.0604,0.0579,0.0186,0.0308,0.0155,0.1055,0.0578,0.2883,0.0991,0.0436,0.0528,0.0474,0.2666,0.5273,0.4646,0.0794,0.0173,0.4601,0.0725,0.1305,0.0171,0.0130,0.2525,0.0033,0.5425,0.0085,0.2150,0.2752 +ViT-B-32,commonpool_s_basic_s13m_b4k,0.1423,0.0377,0.1806,0.2664,0.1154,0.1245,0.2335,0.0120,0.0553,0.0587,0.0103,0.0588,0.0638,0.0151,0.0319,0.0203,0.0985,0.0499,0.3390,0.1085,0.0440,0.0351,0.0488,0.3081,0.5096,0.4986,0.0795,0.0200,0.4659,0.0879,0.0810,0.0328,0.0168,0.3033,0.0003,0.5001,0.0000,0.2325,0.2643 +ViT-B-32,commonpool_s_s13m_b4k,0.1420,0.0270,0.1564,0.4079,0.1296,0.1305,0.2233,0.0126,0.0574,0.1487,0.0081,0.0473,0.0654,0.0108,0.0234,0.0141,0.1000,0.0404,0.3460,0.0708,0.0360,0.0338,0.0443,0.2235,0.5268,0.5008,0.0698,0.0143,0.4266,0.0766,0.1121,0.0257,0.0132,0.3126,0.0002,0.5124,0.0000,0.2290,0.2167 +ViT-B-32,commonpool_s_laion_s13m_b4k,0.1332,0.0305,0.1549,0.3364,0.1347,0.1309,0.1299,0.0098,0.0553,0.1578,0.0134,0.0501,0.0538,0.0125,0.0271,0.0147,0.1015,0.0443,0.2518,0.1387,0.0369,0.0244,0.0399,0.3030,0.4216,0.4992,0.0583,0.0155,0.4874,0.0659,0.1473,0.0223,0.0121,0.2410,0.0017,0.3703,0.0000,0.2079,0.2580 +coca_ViT-B-32,mscoco_finetuned_laion2b_s13b_b90k,0.1064,0.0091,0.0441,0.2002,0.0173,0.1315,0.2019,0.0047,0.0452,0.0844,0.0139,0.0177,0.0298,0.0034,0.0086,0.0091,0.0230,0.0158,0.2714,0.1442,0.0159,0.0131,0.0438,0.1247,0.5183,0.4992,0.0589,0.0058,0.2913,0.0211,0.1519,0.0104,0.0061,0.2375,0.0003,0.5140,0.0000,0.1729,0.0814 From 2c9a4a878a1d65d1248e4713d43f040aa71ad394 Mon Sep 17 00:00:00 2001 From: Humza Iqbal Date: Fri, 6 Oct 2023 06:06:10 -0700 Subject: [PATCH 31/92] Only assert reshuffle if we are in train mode and we specify a data upsample factor (#655) --- src/training/data.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/src/training/data.py b/src/training/data.py index 2ed076d96..07b9fee96 100644 --- a/src/training/data.py +++ b/src/training/data.py @@ -345,6 +345,9 @@ def get_wds_dataset(args, preprocess_img, is_train, epoch=0, floor=False, tokeni num_samples = args.val_num_samples or 0 shared_epoch = SharedEpoch(epoch=epoch) # create a shared epoch store to sync epoch to dataloader worker proc + + if is_train and args.train_data_upsampling_factors is not None: + assert resampled, "--train_data_upsampling_factors is only supported when sampling with replacement (with --dataset-resampled)." if resampled: pipeline = [ResampledShards2( @@ -354,8 +357,6 @@ def get_wds_dataset(args, preprocess_img, is_train, epoch=0, floor=False, tokeni epoch=shared_epoch, )] else: - assert args.train_data_upsampling_factors is None,\ - "--train_data_upsampling_factors is only supported when sampling with replacement (with --dataset-resampled)." pipeline = [wds.SimpleShardList(input_shards)] # at this point we have an iterator over all the shards From 6ae990082b47b03a3247378b684896808b4bb9e9 Mon Sep 17 00:00:00 2001 From: Gabriel Ilharco Date: Fri, 6 Oct 2023 13:25:46 +0000 Subject: [PATCH 32/92] Release 2.21.0 --- HISTORY.md | 17 +++++++++++++++++ src/open_clip/version.py | 2 +- 2 files changed, 18 insertions(+), 1 deletion(-) diff --git a/HISTORY.md b/HISTORY.md index 50dcd217e..0af0b86db 100644 --- a/HISTORY.md +++ b/HISTORY.md @@ -1,3 +1,20 @@ +## 2.21.0 + +* Add SigLIP support +* Add more DataComp models (B/16, B/32 and B/32@256) +* Update default num workers +* Update CoCa generation for `transformers>=4.31` +* PyTorch 2.0 `state_dict()` compatibility fix for compiled models +* Fix padding in `ResizeMaxSize` +* Convert JIT model on state dict load for `pretrained='filename…'` +* Other minor changes and fixes (typos, README, dependencies, CI) + +## 2.20.0 + +* Add EVA models +* Support serial worker training +* Fix Python 3.7 compatibility + ## 2.19.0 * Add DataComp models diff --git a/src/open_clip/version.py b/src/open_clip/version.py index a910817da..6416f64c7 100644 --- a/src/open_clip/version.py +++ b/src/open_clip/version.py @@ -1 +1 @@ -__version__ = '2.20.0' +__version__ = '2.21.0' From d61281c0dfce02d7cd79c27d4567c501889f5167 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Fri, 6 Oct 2023 08:51:56 -0700 Subject: [PATCH 33/92] Update HISTORY.md --- HISTORY.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/HISTORY.md b/HISTORY.md index 0af0b86db..fda11a0b1 100644 --- a/HISTORY.md +++ b/HISTORY.md @@ -1,6 +1,6 @@ ## 2.21.0 -* Add SigLIP support +* Add SigLIP loss + training support * Add more DataComp models (B/16, B/32 and B/32@256) * Update default num workers * Update CoCa generation for `transformers>=4.31` From 7d824ea0050f341db56b183f35719bedf0075c61 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Fri, 6 Oct 2023 10:50:12 -0700 Subject: [PATCH 34/92] Release 2.22.0 --- src/open_clip/version.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/open_clip/version.py b/src/open_clip/version.py index 6416f64c7..fe1f0f4e4 100644 --- a/src/open_clip/version.py +++ b/src/open_clip/version.py @@ -1 +1 @@ -__version__ = '2.21.0' +__version__ = '2.22.0' From b1386229ed0f9e3b4d5588983849c8dd01a842ec Mon Sep 17 00:00:00 2001 From: zw <26880977+zw615@users.noreply.github.com> Date: Wed, 26 Jul 2023 08:44:08 +0800 Subject: [PATCH 35/92] merge necessary changes for clipa training --- scripts/h14_84_8_pretrain.sh | 31 ++++++++ src/open_clip/factory.py | 17 +++-- src/open_clip/model.py | 33 +++++++++ .../model_configs/ViT-H-14-CL32-GAP.json | 18 +++++ .../ViT-H-14-CL8-SyntaxMask-GAP.json | 19 +++++ src/open_clip/tokenizer.py | 71 +++++++++++++++++++ src/open_clip/transform.py | 58 ++++++++++++++- 7 files changed, 240 insertions(+), 7 deletions(-) create mode 100644 scripts/h14_84_8_pretrain.sh create mode 100644 src/open_clip/model_configs/ViT-H-14-CL32-GAP.json create mode 100644 src/open_clip/model_configs/ViT-H-14-CL8-SyntaxMask-GAP.json diff --git a/scripts/h14_84_8_pretrain.sh b/scripts/h14_84_8_pretrain.sh new file mode 100644 index 000000000..4130ee5f6 --- /dev/null +++ b/scripts/h14_84_8_pretrain.sh @@ -0,0 +1,31 @@ +# 64k batchsize for 2.048e-3 lr +TORCH_CUDNN_V8_API_ENABLED=1 torchrun --nproc_per_node 8 -m training.main \ + --save-frequency 1 \ + --save-most-recent \ + --zeroshot-frequency 1 \ + --train-data '/path/to/laion' \ + --dataset-type webdataset \ + --lr "2.048e-3" \ + --beta1 0.9 \ + --beta2 0.95 \ + --warmup 782 \ + --wd 0.2 \ + --batch-size 4096 \ + --aug-cfg scale='(0.4, 1.0)' color_jitter='(0.32, 0.32, 0.32, 0.08)' color_jitter_prob=0.8 gray_scale_prob=0.2 \ + --epochs=7 \ + --workers=6 \ + --model ViT-H-14-CL8-SyntaxMask-GAP \ + --precision 'amp_bf16' \ + --local-loss \ + --gather-with-grad \ + --force-image-size 84 \ + --grad-checkpointing \ + --log-every-n-steps 32 \ + --seed 0 \ + --logs ./logs/ \ + --imagenet-val '/path/to/ImageNet/val' \ + --name 'name' \ + --report-to "wandb" \ + --wandb-project-name "project_name" + + diff --git a/src/open_clip/factory.py b/src/open_clip/factory.py index ebea3a160..2328618ba 100644 --- a/src/open_clip/factory.py +++ b/src/open_clip/factory.py @@ -6,19 +6,20 @@ from copy import deepcopy from pathlib import Path from typing import Any, Dict, Optional, Tuple, Union +from functools import partial import torch from .constants import OPENAI_DATASET_MEAN, OPENAI_DATASET_STD from .model import CLIP, CustomTextCLIP, convert_weights_to_lp, convert_to_custom_text_state_dict,\ - resize_pos_embed, get_cast_dtype + resize_pos_embed, get_cast_dtype, resize_text_pos_embed from .coca_model import CoCa from .loss import ClipLoss, DistillClipLoss, CoCaLoss, SigLipLoss from .openai import load_openai_model from .pretrained import is_pretrained_cfg, get_pretrained_cfg, download_pretrained,\ list_pretrained_tags_by_model, download_pretrained_from_hf from .transform import image_transform, AugmentationCfg -from .tokenizer import HFTokenizer, tokenize +from .tokenizer import HFTokenizer, tokenize, syntax_mask_tokenize HF_HUB_PREFIX = 'hf-hub:' @@ -79,8 +80,15 @@ def get_tokenizer(model_name): tokenizer = HFTokenizer(model_name[len(HF_HUB_PREFIX):]) else: config = get_model_config(model_name) - tokenizer = HFTokenizer( - config['text_cfg']['hf_tokenizer_name']) if 'hf_tokenizer_name' in config['text_cfg'] else tokenize + if 'hf_tokenizer_name' in config['text_cfg']: + tokenizer = HFTokenizer(config['text_cfg']['hf_tokenizer_name']) + elif 'text_mask' in config['text_cfg'] and config['text_cfg']['text_mask']: + assert config['text_cfg']['text_mask'] == 'syntax', 'for now, only support syntax masking!' + tokenizer = syntax_mask_tokenize + else: + tokenizer = tokenize + context_length = get_model_config(model_name)['text_cfg']['context_length'] + tokenizer = partial(tokenizer, context_length=context_length) return tokenizer @@ -109,6 +117,7 @@ def load_checkpoint(model, checkpoint_path, strict=True): if position_id_key in state_dict and not hasattr(model, position_id_key): del state_dict[position_id_key] resize_pos_embed(state_dict, model) + resize_text_pos_embed(state_dict, model) incompatible_keys = model.load_state_dict(state_dict, strict=strict) return incompatible_keys diff --git a/src/open_clip/model.py b/src/open_clip/model.py index b812f4ad8..69ab0aa33 100644 --- a/src/open_clip/model.py +++ b/src/open_clip/model.py @@ -63,6 +63,7 @@ class CLIPTextCfg: embed_cls: bool = False pad_id: int = 0 output_tokens: bool = False + text_mask: str = 'first' # default first truncate in bpe_tokenizer def get_cast_dtype(precision: str): @@ -499,3 +500,35 @@ def resize_pos_embed(state_dict, model, interpolation: str = 'bicubic', antialia else: new_pos_embed = pos_emb_img state_dict['visual.positional_embedding'] = new_pos_embed + + +def resize_text_pos_embed(state_dict, model, interpolation: str = 'linear', antialias: bool = False): + old_pos_embed = state_dict.get('positional_embedding', None) + if old_pos_embed is None: + return + # FIXME add support for text cls_token + model_pos_embed = getattr(model, 'positional_embedding', None) + if model_pos_embed is None: + model_pos_embed = getattr(model.text, 'positional_embedding', None) + + old_num_pos = old_pos_embed.shape[0] + old_width = old_pos_embed.shape[1] + num_pos = model_pos_embed.shape[0] + width = model_pos_embed.shape[1] + assert old_width == width, 'text pos_embed width changed!' + if old_num_pos == num_pos: + return + + logging.info('Resizing text position embedding num_pos from %s to %s', old_num_pos, num_pos) + old_pos_embed = old_pos_embed.reshape(1, old_num_pos, old_width).permute(0, 2, 1) + old_pos_embed = F.interpolate( + old_pos_embed, + size=num_pos, + mode=interpolation, + antialias=antialias, + align_corners=False, + ) + old_pos_embed = old_pos_embed.permute(0, 2, 1)[0] + new_pos_embed = old_pos_embed + + state_dict['positional_embedding'] = new_pos_embed \ No newline at end of file diff --git a/src/open_clip/model_configs/ViT-H-14-CL32-GAP.json b/src/open_clip/model_configs/ViT-H-14-CL32-GAP.json new file mode 100644 index 000000000..26f91cf50 --- /dev/null +++ b/src/open_clip/model_configs/ViT-H-14-CL32-GAP.json @@ -0,0 +1,18 @@ +{ + "embed_dim": 1024, + "vision_cfg": { + "image_size": 224, + "layers": 32, + "width": 1280, + "head_width": 80, + "patch_size": 14, + "global_average_pool": true + }, + "text_cfg": { + "context_length": 32, + "vocab_size": 49408, + "width": 1024, + "heads": 16, + "layers": 24 + } +} \ No newline at end of file diff --git a/src/open_clip/model_configs/ViT-H-14-CL8-SyntaxMask-GAP.json b/src/open_clip/model_configs/ViT-H-14-CL8-SyntaxMask-GAP.json new file mode 100644 index 000000000..7e28b6173 --- /dev/null +++ b/src/open_clip/model_configs/ViT-H-14-CL8-SyntaxMask-GAP.json @@ -0,0 +1,19 @@ +{ + "embed_dim": 1024, + "vision_cfg": { + "image_size": 224, + "layers": 32, + "width": 1280, + "head_width": 80, + "patch_size": 14, + "global_average_pool": true + }, + "text_cfg": { + "context_length": 8, + "vocab_size": 49408, + "width": 1024, + "heads": 16, + "layers": 24, + "text_mask": "syntax" + } +} \ No newline at end of file diff --git a/src/open_clip/tokenizer.py b/src/open_clip/tokenizer.py index 23fcfcbcb..d2466f615 100644 --- a/src/open_clip/tokenizer.py +++ b/src/open_clip/tokenizer.py @@ -11,11 +11,20 @@ import ftfy import regex as re import torch +import numpy as np # https://stackoverflow.com/q/62691279 import os os.environ["TOKENIZERS_PARALLELISM"] = "false" +try: + import nltk + # run them for the first time + nltk.download('punkt') + nltk.download('averaged_perceptron_tagger') +except: + nltk = None + @lru_cache() def default_bpe(): @@ -212,3 +221,65 @@ def __call__(self, texts: Union[str, List[str]], context_length: int = 77) -> to truncation=True, ).input_ids return input_ids + +def syntax_mask_tokenize(texts: Union[str, List[str]], context_length: int = 77) -> torch.LongTensor: + """ + Returns the tokenized representation of given input string(s). + Apply syntax masking before tokenize. + + Parameters + ---------- + texts : Union[str, List[str]] + An input string or a list of input strings to tokenize + context_length : int + The context length to use; all CLIP models use 77 as the context length + + Returns + ------- + A two-dimensional tensor containing the resulting tokens, shape = [number of input strings, context_length] + """ + assert nltk is not None + if isinstance(texts, str): + texts = [texts] + + def get_order(x): + if x.startswith('NN'): + return 1 + elif x.startswith('JJ'): + return 2 + elif x.startswith('VB'): + return 3 + else: + return 4 + # syntax masking + new_texts = [] + for text in texts: + list_tokens = nltk.tokenize.word_tokenize(text) + pos_tags = nltk.pos_tag(list_tokens) + # sample the words by get_order method + order_list = [get_order(tag) for _, tag in pos_tags] + sorted_ids = np.argsort(np.array(order_list)) + sampled_ids = sorted(sorted_ids[:context_length - 2]) # need 2 slots for sot and eot tokens + # sample the tokens and convert to tf.tensor + sampled_tokens = np.take(np.array(list_tokens), sampled_ids, axis=0) + + new_text = '' + for token in sampled_tokens: + new_text = new_text + str(token) + ' ' + new_text = new_text.strip() + new_texts.append(new_text) + texts = new_texts + + sot_token = _tokenizer.encoder[""] + eot_token = _tokenizer.encoder[""] + all_tokens = [[sot_token] + _tokenizer.encode(text) + [eot_token] for text in texts] + result = torch.zeros(len(all_tokens), context_length, dtype=torch.long) + + for i, tokens in enumerate(all_tokens): + # still need first truncate because some words produces two tokens + if len(tokens) > context_length: + tokens = tokens[:context_length] # Truncate + tokens[-1] = eot_token + result[i, :len(tokens)] = torch.tensor(tokens) + + return result \ No newline at end of file diff --git a/src/open_clip/transform.py b/src/open_clip/transform.py index ab13a21aa..59f13bb59 100644 --- a/src/open_clip/transform.py +++ b/src/open_clip/transform.py @@ -2,12 +2,13 @@ from dataclasses import dataclass, asdict from typing import Any, Dict, Optional, Sequence, Tuple, Union +import random import torch import torch.nn as nn import torchvision.transforms.functional as F from torchvision.transforms import Normalize, Compose, RandomResizedCrop, InterpolationMode, ToTensor, Resize, \ - CenterCrop + CenterCrop, ColorJitter, Grayscale from .constants import OPENAI_DATASET_MEAN, OPENAI_DATASET_STD @@ -16,11 +17,14 @@ class AugmentationCfg: scale: Tuple[float, float] = (0.9, 1.0) ratio: Optional[Tuple[float, float]] = None - color_jitter: Optional[Union[float, Tuple[float, float, float]]] = None + color_jitter: Optional[Union[float, Tuple[float, float, float], Tuple[float, float, float, float]]] = None interpolation: Optional[str] = None re_prob: Optional[float] = None re_count: Optional[int] = None use_timm: bool = False + # params for simclr_jitter_gray + color_jitter_prob: float = None + gray_scale_prob: float = None class ResizeMaxSize(nn.Module): @@ -54,6 +58,37 @@ def _convert_to_rgb(image): return image.convert('RGB') +class color_jitter(object): + """ + Apply Color Jitter to the PIL image with a specified probability. + """ + def __init__(self, brightness=0., contrast=0., saturation=0., hue=0., p=0.8): + assert 0. <= p <= 1. + self.p = p + self.transf = ColorJitter(brightness=brightness, contrast=contrast, saturation=saturation, hue=hue) + + def __call__(self, img): + if random.random() < self.p: + return self.transf(img) + else: + return img + + +class gray_scale(object): + """ + Apply Gray Scale to the PIL image with a specified probability. + """ + def __init__(self, p=0.2): + assert 0. <= p <= 1. + self.p = p + self.transf = Grayscale(num_output_channels=3) + + def __call__(self, img): + if random.random() < self.p: + return self.transf(img) + else: + return img + def image_transform( image_size: int, is_train: bool, @@ -93,6 +128,11 @@ def image_transform( # by default, timm aug randomly alternates bicubic & bilinear for better robustness at inference time aug_cfg_dict.setdefault('interpolation', 'random') aug_cfg_dict.setdefault('color_jitter', None) # disable by default + + # drop extra item + aug_cfg_dict.pop('color_jitter_prob', False) + aug_cfg_dict.pop('gray_scale_prob', False) + train_transform = create_transform( input_size=input_size, is_training=True, @@ -103,16 +143,28 @@ def image_transform( **aug_cfg_dict, ) else: - train_transform = Compose([ + train_transform = [ RandomResizedCrop( image_size, scale=aug_cfg_dict.pop('scale'), interpolation=InterpolationMode.BICUBIC, ), _convert_to_rgb, + ] + if aug_cfg.color_jitter_prob: + assert aug_cfg.color_jitter is not None and len(aug_cfg.color_jitter) == 4 + train_transform.extend([ + color_jitter(*aug_cfg.color_jitter, p=aug_cfg.color_jitter_prob) + ]) + if aug_cfg.gray_scale_prob: + train_transform.extend([ + gray_scale(aug_cfg.gray_scale_prob) + ]) + train_transform.extend([ ToTensor(), normalize, ]) + train_transform = Compose(train_transform) if aug_cfg_dict: warnings.warn(f'Unused augmentation cfg items, specify `use_timm` to use ({list(aug_cfg_dict.keys())}).') return train_transform From 7ac7d6981e3957dfef8952a6fc1d555bad345348 Mon Sep 17 00:00:00 2001 From: zw <26880977+zw615@users.noreply.github.com> Date: Wed, 26 Jul 2023 08:47:22 +0800 Subject: [PATCH 36/92] add example unmask tuning script --- scripts/h14_224_32_finetune.sh | 31 +++++++++++++++++++++++++++++++ 1 file changed, 31 insertions(+) create mode 100644 scripts/h14_224_32_finetune.sh diff --git a/scripts/h14_224_32_finetune.sh b/scripts/h14_224_32_finetune.sh new file mode 100644 index 000000000..7026b6415 --- /dev/null +++ b/scripts/h14_224_32_finetune.sh @@ -0,0 +1,31 @@ +# 64k batchsize for 2.048e-3 lr +TORCH_CUDNN_V8_API_ENABLED=1 torchrun --nproc_per_node 8 -m training.main \ + --save-frequency 1 \ + --save-most-recent \ + --zeroshot-frequency 1 \ + --train-data '/path/to/laion' \ + --dataset-type webdataset \ + --lr "2.048e-3" \ + --beta1 0.9 \ + --beta2 0.95 \ + --warmup 782 \ + --wd 0.2 \ + --batch-size 4096 \ + --aug-cfg scale='(0.4, 1.0)' color_jitter='(0.32, 0.32, 0.32, 0.08)' color_jitter_prob=0.8 gray_scale_prob=0.2 \ + --epochs=7 \ + --workers=6 \ + --model ViT-H-14-CL32-GAP \ + --precision 'amp_bf16' \ + --local-loss \ + --gather-with-grad \ + --force-image-size 224 \ + --grad-checkpointing \ + --log-every-n-steps 32 \ + --seed 0 \ + --logs ./logs/ \ + --imagenet-val '/path/to/ImageNet/val' \ + --name 'name' \ + --report-to "wandb" \ + --wandb-project-name "project_name" + + From c670dcefd4023137c445ab9139011c77faa2cf86 Mon Sep 17 00:00:00 2001 From: zw <26880977+zw615@users.noreply.github.com> Date: Fri, 11 Aug 2023 04:52:21 +0800 Subject: [PATCH 37/92] add random and block masking for text --- src/open_clip/factory.py | 9 +++-- src/open_clip/tokenizer.py | 68 ++++++++++++++++++++++++++++++++++++++ 2 files changed, 74 insertions(+), 3 deletions(-) diff --git a/src/open_clip/factory.py b/src/open_clip/factory.py index 2328618ba..3b33a0e6e 100644 --- a/src/open_clip/factory.py +++ b/src/open_clip/factory.py @@ -19,7 +19,7 @@ from .pretrained import is_pretrained_cfg, get_pretrained_cfg, download_pretrained,\ list_pretrained_tags_by_model, download_pretrained_from_hf from .transform import image_transform, AugmentationCfg -from .tokenizer import HFTokenizer, tokenize, syntax_mask_tokenize +from .tokenizer import HFTokenizer, tokenize, syntax_mask_tokenize, random_mask_tokenize, block_mask_tokenize HF_HUB_PREFIX = 'hf-hub:' @@ -82,9 +82,12 @@ def get_tokenizer(model_name): config = get_model_config(model_name) if 'hf_tokenizer_name' in config['text_cfg']: tokenizer = HFTokenizer(config['text_cfg']['hf_tokenizer_name']) - elif 'text_mask' in config['text_cfg'] and config['text_cfg']['text_mask']: - assert config['text_cfg']['text_mask'] == 'syntax', 'for now, only support syntax masking!' + elif 'text_mask' in config['text_cfg'] and config['text_cfg']['text_mask'] == 'syntax': tokenizer = syntax_mask_tokenize + elif 'text_mask' in config['text_cfg'] and config['text_cfg']['text_mask'] == 'random': + tokenizer = random_mask_tokenize + elif 'text_mask' in config['text_cfg'] and config['text_cfg']['text_mask'] == 'block': + tokenizer = block_mask_tokenize else: tokenizer = tokenize context_length = get_model_config(model_name)['text_cfg']['context_length'] diff --git a/src/open_clip/tokenizer.py b/src/open_clip/tokenizer.py index d2466f615..3e651aed5 100644 --- a/src/open_clip/tokenizer.py +++ b/src/open_clip/tokenizer.py @@ -222,6 +222,74 @@ def __call__(self, texts: Union[str, List[str]], context_length: int = 77) -> to ).input_ids return input_ids + +def random_mask_tokenize(texts: Union[str, List[str]], context_length: int = 77) -> torch.LongTensor: + """ + Returns the tokenized representation of given input string(s) + + Parameters + ---------- + texts : Union[str, List[str]] + An input string or a list of input strings to tokenize + context_length : int + The context length to use; all CLIP models use 77 as the context length + + Returns + ------- + A two-dimensional tensor containing the resulting tokens, shape = [number of input strings, context_length] + """ + if isinstance(texts, str): + texts = [texts] + + sot_token = _tokenizer.encoder[""] + eot_token = _tokenizer.encoder[""] + all_tokens = [_tokenizer.encode(text) for text in texts] + result = torch.zeros(len(all_tokens), context_length, dtype=torch.long) + + for i, tokens in enumerate(all_tokens): + if len(tokens) > context_length - 2: # 2 for sot and eot token + indices = np.random.permutation(len(tokens)).tolist() + indices = indices[:context_length - 2] + tokens = tokens[indices] + tokens = [sot_token,] + tokens + [eot_token,] + result[i, :len(tokens)] = torch.tensor(tokens) + + return result + + +def block_mask_tokenize(texts: Union[str, List[str]], context_length: int = 77) -> torch.LongTensor: + """ + Returns the tokenized representation of given input string(s) + + Parameters + ---------- + texts : Union[str, List[str]] + An input string or a list of input strings to tokenize + context_length : int + The context length to use; all CLIP models use 77 as the context length + + Returns + ------- + A two-dimensional tensor containing the resulting tokens, shape = [number of input strings, context_length] + """ + if isinstance(texts, str): + texts = [texts] + + sot_token = _tokenizer.encoder[""] + eot_token = _tokenizer.encoder[""] + all_tokens = [_tokenizer.encode(text) for text in texts] + result = torch.zeros(len(all_tokens), context_length, dtype=torch.long) + + for i, tokens in enumerate(all_tokens): + if len(tokens) > context_length - 2: # 2 for sot and eot token + start_index = np.random.randint(len(tokens) - context_length + 3) + tokens = tokens[start_index : start_index + context_length - 2] + tokens = [sot_token,] + tokens + [eot_token,] + result[i, :len(tokens)] = torch.tensor(tokens) + + return result + + def syntax_mask_tokenize(texts: Union[str, List[str]], context_length: int = 77) -> torch.LongTensor: """ Returns the tokenized representation of given input string(s). From 3137c2c08a3bd88786d7781d41ca210b70919dbf Mon Sep 17 00:00:00 2001 From: zw <26880977+zw615@users.noreply.github.com> Date: Tue, 3 Oct 2023 19:02:31 +0800 Subject: [PATCH 38/92] add docs for clipa --- docs/clipa.md | 103 ++++++++++++++++++ docs/clipa_acc_compute.png | Bin 0 -> 261592 bytes docs/clipa_reduce_image_token.png | Bin 0 -> 1086885 bytes docs/clipa_reduce_text_token.png | Bin 0 -> 16064 bytes docs/inverse_scaling_law.png | Bin 0 -> 597352 bytes .../clipa/vit_b16/i50_t16_finetune.sh | 27 +++++ .../clipa/vit_b16/i50_t16_pretrain.sh | 26 +++++ .../clipa/vit_l16/i17_t16_finetune.sh | 27 +++++ .../clipa/vit_l16/i17_t16_pretrain.sh | 26 +++++ .../clipa/vit_l16/i37_t8_finetune.sh | 27 +++++ .../clipa/vit_l16/i37_t8_pretrain.sh | 26 +++++ .../clipav2/vit_h14/i257_t32_finetunex4.sh | 32 ++++++ .../clipav2/vit_h14/i50_t8_pretrain.sh | 30 +++++ .../clipav2/vit_h14/i577_t32_finetunex1.sh | 32 ++++++ .../model_configs/ViT-B-16-CL16.json | 16 +++ .../model_configs/ViT-L-16-CL16-GAP.json | 17 +++ .../ViT-L-16-CL8-Syntax-GAP.json | 18 +++ 17 files changed, 407 insertions(+) create mode 100644 docs/clipa.md create mode 100644 docs/clipa_acc_compute.png create mode 100644 docs/clipa_reduce_image_token.png create mode 100644 docs/clipa_reduce_text_token.png create mode 100644 docs/inverse_scaling_law.png create mode 100644 docs/script_examples/clipa/vit_b16/i50_t16_finetune.sh create mode 100644 docs/script_examples/clipa/vit_b16/i50_t16_pretrain.sh create mode 100644 docs/script_examples/clipa/vit_l16/i17_t16_finetune.sh create mode 100644 docs/script_examples/clipa/vit_l16/i17_t16_pretrain.sh create mode 100644 docs/script_examples/clipa/vit_l16/i37_t8_finetune.sh create mode 100644 docs/script_examples/clipa/vit_l16/i37_t8_pretrain.sh create mode 100644 docs/script_examples/clipav2/vit_h14/i257_t32_finetunex4.sh create mode 100644 docs/script_examples/clipav2/vit_h14/i50_t8_pretrain.sh create mode 100644 docs/script_examples/clipav2/vit_h14/i577_t32_finetunex1.sh create mode 100644 src/open_clip/model_configs/ViT-B-16-CL16.json create mode 100644 src/open_clip/model_configs/ViT-L-16-CL16-GAP.json create mode 100644 src/open_clip/model_configs/ViT-L-16-CL8-Syntax-GAP.json diff --git a/docs/clipa.md b/docs/clipa.md new file mode 100644 index 000000000..1d58c71a8 --- /dev/null +++ b/docs/clipa.md @@ -0,0 +1,103 @@ +## CLIPA + +In this work, we present a surprising finding that there exists an _inverse_ scaling law for CLIP training, +whereby the larger the image/text encoders used, the shorter the sequence length of image/text tokens that can be applied in training. +Moreover, we showcase that the strategy for reducing image/text token length plays a crucial role in determining the quality of this scaling law. + +![](/docs/inverse_scaling_law.png) + +As a result of this finding, we are able to successfully train CLIP even by using academic resources. +For example, on an A100 eight-GPU server, our CLIP models achieve zero-shot top-1 ImageNet accuracies of **63.2%** in about **2 days**, +**67.8%** in about **3 days**, and **69.3%** in about **4 days**. + +Moreover, We find that CLIPA at scale leads to state-of-the-art performance. For example, our CLIPA-v2 H/14 achieves a zero-shot top-1 ImageNet accuracy of **81.8%**, +with a budget less than **$15000**. + +![](/docs/clipa_acc_compute.png) + +For more details, please see our paper [An Inverse Scaling Law for CLIP Training](https://arxiv.org/abs/2305.07017) and +[CLIPA-v2: Scaling CLIP Training with 81.1% Zero-shot ImageNet Accuracy within a $10,000 Budget; An Extra $4,000 Unlocks 81.8% Accuracy](https://arxiv.org/abs/2306.15658). + + +Eight token length reduction strategies are investigated in this work, detailed as follows. + + +## Image token length reduction + +![](/docs/clipa_reduce_image_token.png) + +* `resize`: use `--force-image-size` to specify the image size you want to adopt. We find this strategy generally works the best as it retains full image information. + +* `random mask`: Randomly mask out image patches. use `--force-patch-dropout` to specify the mask ratio you want to adopt. + +* `grid mask`: Preserve one patch in each 2 × 2 grid window. We do not provide implementation for grid masking, as it is only experimental and we generally find resizing works better. + +* `block mask`: Keep a single block and remove other patches. We do not provide implementation for block masking, as it is only experimental and we generally find resizing works better. + + +## Text token length reduction + +* `syntax mask`: Assign different masking priorities to parts of speech. Specify `"text_mask": syntax` in `"text_cfg"` of model config `json` file to use. +Specifically, we prioritize retaining nouns, followed by adjectives, and then other words. +We find this strategy generally works the best as it retains critical information for contrastive learning. + +* `truncate`: Truncation selects the first N text tokens and discards the rest. This is the default setting of `open_clip`. + +* `random mask`: Randomly drops a portion of the text tokens. Specify `"text_mask": random` in `"text_cfg"` of model config `json` file to use. + +* `block mask`: Randomly preserves consecutive text sequences. Specify `"text_mask": block` in `"text_cfg"` of model config `json` file to use. + + +## Installation + +The installation is really the same as `open_clip`, except for the usage of Natural Language Toolkit (NLTK) in `syntax mask` of text token length reduction. +Please follow the [official doc](https://www.nltk.org/) to install NLTK. + +Note that the the usage of NLTK brings two constraints: +* Because certain functions like `nltk.pos_tag` from NLTK only support English and Russian for now, the `syntax mask` only works for English. +we have not tested it on Russian or any other language. Theoretically, it should work the same, given a proper language processing toolkit for other languages. +If you still want to apply `syntax mask` on other languages, try finding the right toolkit. Otherwise, use other text token length reduction strategies +* some modules of NLTK like `punkt` or `averaged_perceptron_tagger` need to be downloaded first before using NLTK. +We have included the downloading code in `tokenizer.py`, but this might cause trouble in certain cases. +You may want to manually download those modules first, by `nltk.download('punkt')` and `nltk.download('averaged_perceptron_tagger')`, +and then setup the environmental variable before running the script `export NLTK_DATA=cache`. +Note that this is a one-time effort. Remember to comment out those `nltk.download` lines in `tokenizer.py` afterwards. + +## Training +We provide example scripts to reproduce our CLIPA results on an A100 eight-GPU machine under path `docs/script_examples/clipa`. + +For instance, to reproduce the CLIPA-L16(I37,T8) results, first run the pre-training script +``` +bash docs/script_examples/clipa/vit_l16/i37_t8_pretrain.sh +``` +and fine-tune the pre-trained checkpoint with +``` +bash docs/script_examples/clipa/vit_l16/i37_t8_finetune.sh +``` +- Remember to change the path to dataset to your own path. +- This is a two-stage training pipeline. Remember to change the path to pre-trained checkpoint to your own when fine-tuning. +- The training time is ~3 days for pre-training and ~1 day for fine-tuning on an A100 eight-GPU machine. + +## Model Weights +Below are CLIPA trained weights on LAION-400M with an A100 eight-GPU machine. +All models are pre-trained for 6 epochs with reduced input token lengths and subsequently fine-tuned for 0.36 epoch with full input token lengths. + + +| | Pre-trained Weights | zero-shot IN-1K | +|---------------------|:----------------------------------------------------------------------------------------------:|:---------------:| +| CLIPA-B/16(I50,T16) | [download](https://drive.google.com/file/d/1MDpz8gV2Vjaazk16rBhLxU8811U7_cGL/view?usp=sharing) | 59.7 | +| CLIPA-L/16(I17,T16) | [download](https://drive.google.com/file/d/1Tr2GYiKAaMH6EGIn5l7eX_1K20eaA3WA/view?usp=sharing) | 60.3 | +| CLIPA_L/16(I37,T8) | [download](https://drive.google.com/file/d/1EM1ChRNARpLckkJjf6m7njCY3xyvpGBu/view?usp=sharing) | 57.9 | + +| | Fine-tuned Weights | zero-shot IN-1K | +|---------------------|:----------------------------------------------------------------------------------------------:|:-----:| +| CLIPA-B/16(I50,T16) | [download](https://drive.google.com/file/d/1fURK0K_a3-83jVEI4PVEbnEJb_V6UbGv/view?usp=sharing) | 63.2 | +| CLIPA-L/16(I17,T16) | [download](https://drive.google.com/file/d/18qqZGOTGOgb3I3JWONuat6qObsgLq7sR/view?usp=sharing) | 67.8 | +| CLIPA_L/16(I37,T8) | [download](https://drive.google.com/file/d/1lV7pLORUK04T9QKKx9TpYtMws-AZrib0/view?usp=sharing) | 69.3 | + + +## CLIPA-v2 +We also provide example scripts to reproduce our CLIPA-v2 H/14 results under path `docs/script_examples/clipav2`. +Note that the original results are obtained with [our JAX implementation](https://github.com/UCSC-VLAA/CLIPA/tree/master/clipa_jax). +These scripts are written after manually scanning the JAX config files. +As it is infeasible for us to retrain those models again with pytorch, its correctness cannot be verified with 100% confidence. 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