Safety upload for random_k16: trained weights and test data

README.md

@@ -0,0 +1,96 @@
+---
+language: en
+license: apache-2.0
+library_name: transformers
+datasets:
+- ag_news
+base_model: roberta-base
+tags:
+- text-classification
+- ag-news
+- roberta
+- salient-keywords
+- experiment
+metrics:
+- accuracy
+- f1
+---
+
+# martian786/agnews-salient-random-k16-seed-1
+
+This repository contains one trained run from the AG News salience experiment.
+
+## Run details
+
+- Run name: `random_k16`
+- Variant: `random`
+- Base model: `roberta-base`
+- Seed: `1`
+- Token budget for compressed variants: `16`
+- Maximum RoBERTa sequence length: `128`
+- Training examples: `28500`
+- Validation examples: `6000`
+- Test examples: `7600`
+
+## Labels
+
+- `0`: World
+- `1`: Sports
+- `2`: Business
+- `3`: Sci/Tech
+
+## Results
+
+| Metric | Value |
+|---|---:|
+| Validation accuracy | Pending final evaluation |
+| Validation macro F1 | Pending final evaluation |
+| Test accuracy | Pending final evaluation |
+| Test macro F1 | Pending final evaluation |
+
+## Uploaded files
+
+This repository includes:
+
+- model weights, config, and tokenizer at the repository root
+- `test_data.csv` — transformed test data used for this run
+- `val_data.csv` — transformed validation data used for this run
+- `train_data_sample.csv` — sample of transformed training data
+- `full_test_predictions.csv` — full test predictions
+- `metrics.json` — run metrics
+- `classification_report.json` — per-class classification report
+- `confusion_matrix.csv` — confusion matrix
+- `trainer_log_history.csv` — Trainer log history, if available
+- PNG plots for learning curves and final test metrics
+
+## Intended use
+
+This model is intended for experiment tracking and reproducibility of AG News classification runs.
+
+It is not intended as a production classifier without further validation.
+
+## Reproducibility
+
+The original experiment used:
+
+```python
+MODEL_NAME = "roberta-base"
+SEED = 1
+TOKEN_BUDGET = 16
+MAX_SEQ_LEN = 128
+TRAIN_SAMPLES = 28500
+EPOCHS = 3
+BATCH_SIZE = 16
+LR = 2e-05
+WEIGHT_DECAY = 0.01
+```
+
+## Reloading
+
+```python
+from transformers import AutoTokenizer, AutoModelForSequenceClassification
+
+repo_id = "martian786/agnews-salient-random-k16-seed-1"
+tokenizer = AutoTokenizer.from_pretrained(repo_id)
+model = AutoModelForSequenceClassification.from_pretrained(repo_id)
+```

config.json

@@ -0,0 +1,41 @@
+{
+  "add_cross_attention": false,
+  "architectures": [
+    "RobertaForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "dtype": "float32",
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "World",
+    "1": "Sports",
+    "2": "Business",
+    "3": "Sci/Tech"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "is_decoder": false,
+  "label2id": {
+    "Business": 2,
+    "Sci/Tech": 3,
+    "Sports": 1,
+    "World": 0
+  },
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "roberta",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 1,
+  "problem_type": "single_label_classification",
+  "tie_word_embeddings": true,
+  "transformers_version": "5.0.0",
+  "type_vocab_size": 1,
+  "use_cache": false,
+  "vocab_size": 50265
+}

experiment_config.json

@@ -0,0 +1,23 @@
+{
+  "repo_id": "martian786/agnews-salient-random-k16-seed-1",
+  "run_name": "random_k16",
+  "variant": "random",
+  "model_name": "roberta-base",
+  "seed": 1,
+  "token_budget": 16,
+  "max_seq_len": 128,
+  "train_samples": 28500,
+  "val_samples": null,
+  "test_samples": null,
+  "epochs": 3,
+  "batch_size": 16,
+  "learning_rate": 2e-05,
+  "weight_decay": 0.01,
+  "labels": {
+    "0": "World",
+    "1": "Sports",
+    "2": "Business",
+    "3": "Sci/Tech"
+  },
+  "focus_labels": null
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf8a2f3ad1fbcb77e35253fc8747fb0d48fc9950350540252d5ae7824713d981
+size 498618952

tokenizer_config.json

@@ -0,0 +1,16 @@
+{
+  "add_prefix_space": false,
+  "backend": "tokenizers",
+  "bos_token": "<s>",
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "errors": "replace",
+  "is_local": false,
+  "mask_token": "<mask>",
+  "model_max_length": 512,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "RobertaTokenizer",
+  "trim_offsets": true,
+  "unk_token": "<unk>"
+}

train_data_sample.csv

@@ -0,0 +1,1001 @@
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