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README.md

@@ -1,3 +1,36 @@
 ---
 license: cc-by-nc-sa-4.0
+language:
+- en
+tags:
+- splade
 ---
+
+## SPLADE-v3-Lexical
+
+SPLADE-v3-Lexical is the SPLADE-Lexical version of `naver/splade-v3` (no expansion on the query side - only term weighting). 
+
+For more details, see our arXiv companion book: https://arxiv.org/abs/2403.06789  
+To use SPLADE, please visit our GitHub repository: https://github.com/naver/splade
+
+## Performance
+
+| | MRR@10 (MS MARCO dev) | avg nDCG@10 (BEIR-13) |
+| --- | --- | --- |
+| `naver/splade-v3-lexical` | 40.0 | 49.1 |
+
+## Citation
+
+If you use our checkpoint, please cite our work:
+
+```
+@misc{lassance2024spladev3,
+      title={SPLADE-v3: New baselines for SPLADE}, 
+      author={Carlos Lassance and Hervé Déjean and Thibault Formal and Stéphane Clinchant},
+      year={2024},
+      eprint={2403.06789},
+      archivePrefix={arXiv},
+      primaryClass={cs.IR},
+      copyright = {Creative Commons Attribution Non Commercial Share Alike 4.0 International}
+}
+```

config.json

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+{
+  "_name_or_path": "naver/splade-cocondenser-selfdistil",
+  "architectures": [
+    "BertForMaskedLM"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.29.0",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

data_args.json

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+{
+    "training_data_type": "pkl_dict",
+    "training_data_path": "/gfs-ssd/project/neuralsearch/new_scores/ensemble_scores_5050.pkl.gz",
+    "document_dir": "/nfs/data/neuralsearch/msmarco/documents/raw.tsv",
+    "query_dir": "/nfs/data/neuralsearch/msmarco/training_queries/raw.tsv",
+    "qrels_path": "/nfs/data/neuralsearch/msmarco/training_queries/qrels.json",
+    "n_negatives": 8,
+    "n_queries": -1
+}

model_args.json

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+{
+    "model_name_or_path": "naver/splade-cocondenser-selfdistil",
+    "max_length": 128,
+    "shared_weights": true,
+    "splade_doc": false,
+    "model_q": null,
+    "dense_pooling": "cls",
+    "dense": false,
+    "adapter_name": null,
+    "adapter_config": null,
+    "load_adapter": null
+}

pytorch_model.bin

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+size 438144761

special_tokens_map.json

@@ -0,0 +1,7 @@
+{
+  "cls_token": "[CLS]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
+}

tokenizer_config.json

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+{
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
+  "do_lower_case": true,
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "never_split": null,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

training_args.json

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+{
+    "output_dir": "experiments/hf/ppsd_lexical/checkpoint",
+    "overwrite_output_dir": false,
+    "do_train": false,
+    "do_eval": false,
+    "do_predict": false,
+    "evaluation_strategy": "no",
+    "prediction_loss_only": false,
+    "per_device_train_batch_size": 20,
+    "per_device_eval_batch_size": 8,
+    "per_gpu_train_batch_size": null,
+    "per_gpu_eval_batch_size": null,
+    "gradient_accumulation_steps": 1,
+    "eval_accumulation_steps": null,
+    "eval_delay": 0,
+    "learning_rate": 2e-05,
+    "weight_decay": 0.0,
+    "adam_beta1": 0.9,
+    "adam_beta2": 0.999,
+    "adam_epsilon": 1e-08,
+    "max_grad_norm": 1.0,
+    "num_train_epochs": 5,
+    "max_steps": -1,
+    "lr_scheduler_type": "linear",
+    "warmup_ratio": 0.01,
+    "warmup_steps": 0,
+    "log_level": "passive",
+    "log_level_replica": "warning",
+    "log_on_each_node": true,
+    "logging_dir": null,
+    "logging_strategy": "steps",
+    "logging_first_step": false,
+    "logging_steps": 1000,
+    "logging_nan_inf_filter": true,
+    "save_strategy": "epoch",
+    "save_steps": 500,
+    "save_total_limit": null,
+    "save_safetensors": false,
+    "save_on_each_node": false,
+    "no_cuda": false,
+    "use_mps_device": false,
+    "seed": 123,
+    "data_seed": null,
+    "jit_mode_eval": false,
+    "use_ipex": false,
+    "bf16": false,
+    "fp16": true,
+    "fp16_opt_level": "O1",
+    "half_precision_backend": "cuda_amp",
+    "bf16_full_eval": false,
+    "fp16_full_eval": false,
+    "tf32": null,
+    "local_rank": 0,
+    "ddp_backend": null,
+    "tpu_num_cores": null,
+    "tpu_metrics_debug": false,
+    "debug": [],
+    "dataloader_drop_last": true,
+    "eval_steps": null,
+    "dataloader_num_workers": 0,
+    "past_index": -1,
+    "run_name": null,
+    "disable_tqdm": false,
+    "remove_unused_columns": false,
+    "label_names": null,
+    "load_best_model_at_end": false,
+    "metric_for_best_model": null,
+    "greater_is_better": null,
+    "ignore_data_skip": false,
+    "sharded_ddp": [],
+    "fsdp": [],
+    "fsdp_min_num_params": 0,
+    "fsdp_config": {
+        "fsdp_min_num_params": 0,
+        "xla": false,
+        "xla_fsdp_grad_ckpt": false
+    },
+    "fsdp_transformer_layer_cls_to_wrap": null,
+    "deepspeed": null,
+    "label_smoothing_factor": 0.0,
+    "optim": "adamw_hf",
+    "optim_args": null,
+    "adafactor": false,
+    "group_by_length": false,
+    "length_column_name": "length",
+    "report_to": [
+        "tensorboard"
+    ],
+    "ddp_find_unused_parameters": false,
+    "ddp_bucket_cap_mb": null,
+    "dataloader_pin_memory": true,
+    "skip_memory_metrics": true,
+    "use_legacy_prediction_loop": false,
+    "push_to_hub": false,
+    "resume_from_checkpoint": true,
+    "hub_model_id": null,
+    "hub_strategy": "every_save",
+    "hub_token": "<HUB_TOKEN>",
+    "hub_private_repo": false,
+    "gradient_checkpointing": false,
+    "include_inputs_for_metrics": false,
+    "fp16_backend": "auto",
+    "push_to_hub_model_id": null,
+    "push_to_hub_organization": null,
+    "push_to_hub_token": "<PUSH_TO_HUB_TOKEN>",
+    "mp_parameters": "",
+    "auto_find_batch_size": false,
+    "full_determinism": false,
+    "torchdynamo": null,
+    "ray_scope": "last",
+    "ddp_timeout": 1800,
+    "torch_compile": false,
+    "torch_compile_backend": null,
+    "torch_compile_mode": null,
+    "xpu_backend": null,
+    "training_loss": "kldiv_contrastive_with_weights",
+    "l0d": 0.006,
+    "l0q": 0.002,
+    "T_d": 30000,
+    "T_q": 30000,
+    "top_d": -1,
+    "top_q": -1,
+    "lexical_type": "query"
+}