Functions — github.com/alejandro-lozano-dev/open_clip_with

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Functions384 in github.com/alejandro-lozano-dev/open_clip_with_biomedica

⨍ Functions 384◇ Types & classes 56 ↳ Endpoints 7

↓ 118 callersFunction_pcfg

(url='', hf_hub='', **kwargs)

src/open_clip/pretrained.py:29

↓ 47 callersFunction_n2p

(w, t=True)

src/open_clip/convert.py:21

↓ 15 callersMethoddecode

(self, tokens)

src/open_clip/tokenizer.py:221

↓ 13 callersFunction_slpcfg

(url='', hf_hub='', **kwargs)

src/open_clip/pretrained.py:42

↓ 12 callersFunctionis_master

(args, local=False)

src/open_clip_train/distributed.py:20

↓ 11 callersMethodupdate

(self, val, n=1)

src/open_clip_train/train.py:35

↓ 10 callersMethod__init__

( self, dim: int, num_heads: int = 8, qkv_bias: bool = True,

src/open_clip/transformer.py:90

↓ 8 callersFunctiondownload_pretrained_from_url

( url: str, cache_dir: Union[str, None] = None, )

src/open_clip/pretrained.py:562

↓ 7 callersFunction_apcfg

(url='', hf_hub='', **kwargs)

src/open_clip/pretrained.py:55

↓ 7 callersMethodencode_text

(self, text, normalize: bool = False)

src/open_clip/model.py:269

↓ 6 callersMethodcreate_response

(self, data, status_code=200, content_type='application/octet-stream')

tests/test_download_pretrained.py:20

↓ 6 callersFunctionmain

(args)

src/open_clip_train/main.py:71

↓ 5 callersFunction_ntuple

(n)

src/open_clip/utils.py:49

↓ 5 callersMethodencode_image

(self, image, normalize: bool = False)

src/open_clip/model.py:265

↓ 4 callersFunction_clean_tag

(tag: str)

src/open_clip/pretrained.py:514

↓ 4 callersMethod_encode_image

(self, images, normalize: bool = True)

src/open_clip/coca_model.py:149

↓ 4 callersMethod_loss

(self, image_features, text_features, logit_scale, logit_bias=None, negative_only=False)

src/open_clip/loss.py:349

↓ 4 callersMethod_make_layer

(self, planes, blocks, stride=1)

src/open_clip/modified_resnet.py:132

↓ 4 callersFunction_mccfg

(url='', hf_hub='', **kwargs)

src/open_clip/pretrained.py:68

↓ 4 callersFunctionbasic_clean

(text)

src/open_clip/tokenizer.py:66

↓ 4 callersFunctionbuild_inputs

(test_name)

tests/test_wds.py:19

↓ 4 callersFunctiondownload_pretrained_from_hf

( model_id: str, filename: str = 'open_clip_pytorch_model.bin', revision=None,

src/open_clip/pretrained.py:616

↓ 4 callersFunctionget_autocast

(precision)

src/open_clip_train/precision.py:5

↓ 4 callersFunctionget_tokenizer

( model_name: str = '', context_length: Optional[int] = None, **kwargs, )

src/open_clip/factory.py:84

↓ 4 callersFunctionmerge_preprocess_dict

Merge overlay key-value pairs on top of base preprocess cfg or dict. Input dicts are filtered based on PreprocessCfg fields.

src/open_clip/transform.py:40

↓ 3 callersFunction_build_text_tower

( embed_dim: int, text_cfg: CLIPTextCfg, quick_gelu: bool = False, cast_dtype:

src/open_clip/model.py:173

↓ 3 callersFunction_build_vision_tower

( embed_dim: int, vision_cfg: CLIPVisionCfg, quick_gelu: bool = False, cast_dt

src/open_clip/model.py:104

↓ 3 callersMethod_global_pool

(self, x: torch.Tensor)

src/open_clip/transformer.py:598

↓ 3 callersFunction_sytem_assert

(string)

tests/util_test.py:196

↓ 3 callersFunction_warmup_lr

(base_lr, warmup_length, step)

src/open_clip_train/scheduler.py:9

↓ 3 callersFunctionassign_learning_rate

(optimizer, new_lr)

src/open_clip_train/scheduler.py:4

↓ 3 callersFunctionbuild_params

(input_shards, seed=0)

tests/test_wds.py:56

↓ 3 callersFunctioncount_params

(model)

src/open_clip_train/profiler.py:125

↓ 3 callersFunctionexpand_urls

(urls, weights=None)

src/open_clip_train/data.py:76

↓ 3 callersFunctionfreeze_batch_norm_2d

Converts all `BatchNorm2d` and `SyncBatchNorm` layers of provided module into `FrozenBatchNorm2d`. If `module` is itself an instance of eithe

src/open_clip/utils.py:9

↓ 3 callersFunctionget_input_dtype

(precision: str)

src/open_clip/model.py:95

↓ 3 callersMethodget_logits

(self, image_features, text_features, logit_scale)

src/open_clip/loss.py:102

↓ 3 callersFunctionget_model_config

(model_name)

src/open_clip/factory.py:70

↓ 3 callersFunctionget_wds_dataset

(args, preprocess_img, is_train, epoch=0, floor=False, tokenizer=None)

src/open_clip_train/data.py:330

↓ 3 callersFunctionimage_transform_v2

( cfg: PreprocessCfg, is_train: bool, aug_cfg: Optional[Union[Dict[str, Any], Augmenta

src/open_clip/transform.py:393

↓ 3 callersMethodlock

lock modules Args: unlocked_groups (int): leave last n layer groups unlocked (default: 0)

src/open_clip/timm_model.py:110

↓ 3 callersFunctionrandom_seed

(seed=42, rank=0)

src/open_clip_train/main.py:44

↓ 3 callersFunctionremote_sync

(local_dir, remote_dir, protocol)

src/open_clip_train/file_utils.py:44

↓ 3 callersMethodreset

(self)

src/open_clip_train/train.py:29

↓ 3 callersMethodset_grad_checkpointing

(self, enable=True)

src/open_clip/model.py:261

↓ 3 callersFunctiontext_global_pool

(x, text: Optional[torch.Tensor] = None, pool_type: str = 'argmax')

src/open_clip/transformer.py:653

↓ 2 callersMethod__init__

( self, local_loss=False, gather_with_grad=False, cache_labels

src/open_clip/loss.py:68

↓ 2 callersMethod__init__

(self, inplanes, planes, stride=1)

src/open_clip/modified_resnet.py:13

↓ 2 callersMethod__init__

(self, use_pooler_output=True)

src/open_clip/hf_model.py:67

↓ 2 callersFunction_convert_openclip_txt

(module: TextTransformer, prefix)

src/open_clip/convert.py:125

↓ 2 callersFunction_convert_timm_img

(module, prefix)

src/open_clip/convert.py:37

↓ 2 callersMethod_encode_text

(self, text, normalize: bool = True)

src/open_clip/coca_model.py:154

↓ 2 callersFunction_expand_token

(token, batch_size: int)

src/open_clip/transformer.py:315

↓ 2 callersFunction_get_hf_config

(model_id, cache_dir=None)

src/open_clip/factory.py:77

↓ 2 callersFunction_process_batch

(batch_classnames)

src/open_clip/zero_shot_classifier.py:52

↓ 2 callersFunction_rescan_model_configs

()

src/open_clip/factory.py:33

↓ 2 callersFunction_token_to_tensor

(token_id, device: str = "cpu")

src/open_clip/coca_model.py:81

↓ 2 callersFunctionadd_experiment_to_csv

Adds a new experiment configuration to a CSV file. If the CSV doesn't exist, it creates a new one. The configuration includes hyperparameter

scripts/create_job_dataframe.py:3

↓ 2 callersFunctionbackward

(total_loss, scaler)

src/open_clip_train/train.py:57

↓ 2 callersMethodbackward

(ctx, grad_output)

src/open_clip/loss.py:281

↓ 2 callersFunctionbroadcast_object

(args, obj, src=0)

src/open_clip_train/distributed.py:117

↓ 2 callersFunctionbuild_model_from_openai_state_dict

( state_dict: dict, quick_gelu=True, cast_dtype=torch.float16, )

src/open_clip/model.py:448

↓ 2 callersFunctionbytes_to_unicode

Returns list of utf-8 byte and a corresponding list of unicode strings. The reversible bpe codes work on unicode strings. This means you

src/open_clip/tokenizer.py:32

↓ 2 callersFunctioncanonicalize_text

Returns canonicalized `text` (lowercase and punctuation removed). From: https://github.com/google-research/big_vision/blob/53f18caf27a9419231bbf0

src/open_clip/tokenizer.py:104

↓ 2 callersFunctionconvert_mobile_clip_state_dict

(model: CustomTextCLIP, state_dict, fastvit = True)

src/open_clip/convert.py:142

↓ 2 callersFunctionconvert_weights_to_lp

Convert applicable model parameters to low-precision (bf16 or fp16)

src/open_clip/model.py:396

↓ 2 callersFunctioncreate_model

( model_name: str, pretrained: Optional[str] = None, precision: str = 'fp32',

src/open_clip/factory.py:180

↓ 2 callersFunctioncreate_model_and_transforms

( model_name: str, pretrained: Optional[str] = None, precision: str = 'fp32',

src/open_clip/factory.py:375

↓ 2 callersMethoddist_loss

(self, teacher_logits, student_logits)

src/open_clip/loss.py:182

↓ 2 callersMethodencode

(self, text)

src/open_clip/tokenizer.py:213

↓ 2 callersMethodencode_image

(self, image, normalize: bool = False)

src/open_clip/model.py:356

↓ 2 callersMethodencode_text

(self, text, normalize: bool = False)

src/open_clip/model.py:360

↓ 2 callersFunctionevaluate

(model, data, epoch, args, tb_writer=None, tokenizer=None)

src/open_clip_train/train.py:252

↓ 2 callersFunctionget_1d_sincos_pos_embed_from_grid

embed_dim: output dimension for each position pos: a list of positions to be encoded: size (M,) out: (M, D)

src/open_clip/pos_embed.py:49

↓ 2 callersFunctionget_cast_dtype

(precision: str)

src/open_clip/model.py:86

↓ 2 callersMethodget_cast_dtype

(self)

src/open_clip/transformer.py:350

↓ 2 callersFunctionget_clean_fn

(type: str)

src/open_clip/tokenizer.py:93

↓ 2 callersFunctionget_dataloader

(input_shards)

tests/test_wds.py:73

↓ 2 callersFunctionget_dataset_fn

(data_path, dataset_type)

src/open_clip_train/data.py:542

↓ 2 callersFunctionget_dataset_size

(shards)

src/open_clip_train/data.py:98

↓ 2 callersMethodget_ground_truth

(self, device, num_logits)

src/open_clip/loss.py:89

↓ 2 callersFunctionget_imagenet

(args, preprocess_fns, split)

src/open_clip_train/data.py:120

↓ 2 callersFunctionget_pairs

Return set of symbol pairs in a word. Word is represented as tuple of symbols (symbols being variable-length strings).

src/open_clip/tokenizer.py:54

↓ 2 callersFunctionget_pretrained_cfg

(model: str, tag: str)

src/open_clip/pretrained.py:550

↓ 2 callersFunctionget_pretrained_url

(model: str, tag: str)

src/open_clip/pretrained.py:557

↓ 2 callersFunctionget_size_time

(log_file_path)

scripts/submit_and_manage_jobs_dirs.py:21

↓ 2 callersFunctionget_size_time

(log_file_path)

scripts/submit_and_manage_jobs_wds.py:59

↓ 2 callersFunctionget_size_time

(log_file_path)

scripts/submit_and_manage_jobs.py:18

↓ 2 callersFunctionget_size_time

(log_file_path)

scripts/submit_and_manage_jobs_hai.py:59

↓ 2 callersMethodget_value

(self)

src/open_clip_train/data.py:59

↓ 2 callersFunctionhas_hf_hub

(necessary=False)

src/open_clip/pretrained.py:608

↓ 2 callersFunctionload_checkpoint

( model: Union[CLIP, CustomTextCLIP], checkpoint_path: str, strict: bool = True, )

src/open_clip/factory.py:143

↓ 2 callersFunctionmerge_preprocess_kwargs

(base: PreprocessCfg, **kwargs)

src/open_clip/transform.py:57

↓ 2 callersFunctionneighbour_exchange_with_grad

(from_rank, to_rank, tensor, group=None)

src/open_clip/loss.py:285

↓ 2 callersFunctionparse_args

(args)

src/open_clip_train/params.py:26

↓ 2 callersFunctionpytorch_worker_seed

get dataloader worker seed from pytorch

src/open_clip_train/data.py:224

↓ 2 callersFunctionrun

(model, classifier, dataloader, args)

src/open_clip_train/zero_shot.py:17

↓ 2 callersMethodrun

(self, src)

src/open_clip_train/data.py:257

↓ 2 callersMethodsave_pretrained

(self, dest)

src/open_clip/tokenizer.py:426

↓ 2 callersFunctionsave_tar

(idx, num_samples)

tests/test_wds.py:24

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