Instructions to use Shaer-AI-2/Shaer-adapters-grpo-friend-v1-easyfirst with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Shaer-AI-2/Shaer-adapters-grpo-friend-v1-easyfirst with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Shaer-AI-2/Shaer-adapters-grpo-friend-v1-easyfirst", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Upload best checkpoint export from shaer_grpo_20260412_155553
Browse files- best-checkpoint/README.md +7 -0
- best-checkpoint/adapter_config.json +42 -0
- best-checkpoint/adapter_model.safetensors +3 -0
- best-checkpoint/chat_template.jinja +1 -0
- best-checkpoint/grpo_resume_manifest.json +52 -0
- best-checkpoint/special_tokens_map.json +30 -0
- best-checkpoint/tokenizer.json +0 -0
- best-checkpoint/tokenizer.model +3 -0
- best-checkpoint/tokenizer_config.json +207 -0
- best-checkpoint/trainer_state.json +0 -0
- best-checkpoint/training_args.bin +3 -0
best-checkpoint/README.md
ADDED
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# Best Checkpoint Export (800)
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- source run: `shaer_grpo_20260412_155553`
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- source checkpoint: `checkpoint-800`
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This export keeps the inference-relevant best-checkpoint files plus trainer metadata.
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Optimizer and scheduler state are intentionally excluded from this paper-facing Hub export.
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best-checkpoint/adapter_config.json
ADDED
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{
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"alpha_pattern": {},
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| 3 |
+
"auto_mapping": null,
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| 4 |
+
"base_model_name_or_path": "Navid-AI/Yehia-7B-preview",
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| 5 |
+
"bias": "none",
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| 6 |
+
"corda_config": null,
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| 7 |
+
"eva_config": null,
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| 8 |
+
"exclude_modules": null,
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| 9 |
+
"fan_in_fan_out": false,
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| 10 |
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"inference_mode": true,
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| 11 |
+
"init_lora_weights": true,
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| 12 |
+
"layer_replication": null,
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| 13 |
+
"layers_pattern": null,
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| 14 |
+
"layers_to_transform": null,
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| 15 |
+
"loftq_config": {},
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+
"lora_alpha": 128,
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| 17 |
+
"lora_bias": false,
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| 18 |
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"lora_dropout": 0.05,
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| 19 |
+
"megatron_config": null,
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| 20 |
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"megatron_core": "megatron.core",
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| 21 |
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"modules_to_save": null,
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| 22 |
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"peft_type": "LORA",
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| 23 |
+
"qalora_group_size": 16,
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| 24 |
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"r": 64,
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| 25 |
+
"rank_pattern": {},
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| 26 |
+
"revision": null,
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| 27 |
+
"target_modules": [
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"down_proj",
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"o_proj",
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"up_proj",
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"v_proj",
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"q_proj",
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"gate_proj",
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| 34 |
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"k_proj"
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| 35 |
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],
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| 36 |
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"target_parameters": null,
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| 37 |
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"task_type": "CAUSAL_LM",
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| 38 |
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"trainable_token_indices": null,
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| 39 |
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"use_dora": false,
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| 40 |
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"use_qalora": false,
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| 41 |
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"use_rslora": true
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}
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best-checkpoint/adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:b2e27a027a2f568163d06febc92161c08c59c86d414f4ed4b44f00e41f49b507
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size 639691872
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best-checkpoint/chat_template.jinja
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{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if loop.index0 == 0 and system_message != false %}{% set content = '<<SYS>>\n' + system_message + '\n<</SYS>>\n\n' + message['content'] %}{% else %}{% set content = message['content'] %}{% endif %}{% if message['role'] == 'user' %}{{ bos_token + ' [INST] ' + content.strip() + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ ' ' + content.strip() + ' ' + eos_token }}{% endif %}{% endfor %}
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best-checkpoint/grpo_resume_manifest.json
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{
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"mode": "train",
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"run_id": "shaer_grpo_20260412_155553",
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| 4 |
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"run_dir": "/root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260412_155553",
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| 5 |
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"created_at_utc": "2026-04-12T15:58:06Z",
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| 6 |
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"chain_id": "shaer_grpo_20260412_155553",
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| 7 |
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"root_run_id": "shaer_grpo_20260412_155553",
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| 8 |
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"parent_run_id": "",
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| 9 |
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"parent_run_dir": "",
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| 10 |
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"run_sequence_index": 0,
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| 11 |
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"dataset_id": "Shaer-AI/ashaar-enhanced-desc-baseform-final-sft-lte20-min500-splits-grpo-meter-count-v1",
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| 12 |
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"dataset_source_id": "Shaer-AI/ashaar-with-enhanced-descriptions-baseform-final-sft-lte20-min500-splits",
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| 13 |
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"phase1_max_bayts": "20",
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| 14 |
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"allowed_meters": [],
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| 15 |
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"base_model_id": "Navid-AI/Yehia-7B-preview",
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| 16 |
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"sft_adapter_repo": "Shaer-AI/Shaer-adapters",
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| 17 |
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"sft_adapter_mode": "fresh_sft/train",
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| 18 |
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"reward_weights": {
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| 19 |
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"meter": 0.0,
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| 20 |
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"count_adherence": 0.0,
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| 21 |
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"arabic_clean": 0.0,
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| 22 |
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"hard_gate": 0.0,
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| 23 |
+
"arabic_floor": 0.0,
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| 24 |
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"count_floor": 0.0,
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| 25 |
+
"lexical_plausibility": 0.0,
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| 26 |
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"judge_quality": 0.0,
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| 27 |
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"repeat_penalty": 0.0,
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| 28 |
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"repeat_floor": 0.0,
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| 29 |
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"near_duplicate_penalty": 0.0,
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| 30 |
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"opening_diversity": 0.0,
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| 31 |
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"distinct_2": 0.0,
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| 32 |
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"total_composite": 1.0
|
| 33 |
+
},
|
| 34 |
+
"model_meta": {
|
| 35 |
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"adapter_path": "/root/.cache/huggingface/hub/models--Shaer-AI--Shaer-adapters/snapshots/0df03eedae8d0e6a37be2165852e619f20a966a4/adapters/fresh_sft/train/latest",
|
| 36 |
+
"load_in_4bit_requested": true,
|
| 37 |
+
"load_in_4bit_effective": false,
|
| 38 |
+
"vllm_colocate_runtime": true,
|
| 39 |
+
"total_params": 7160467456,
|
| 40 |
+
"trainable_params": 159907840,
|
| 41 |
+
"trainable_ratio": 0.022332039211491392,
|
| 42 |
+
"source": "snapshot",
|
| 43 |
+
"mode": "fresh_sft/train",
|
| 44 |
+
"snapshot_root": "/root/.cache/huggingface/hub/models--Shaer-AI--Shaer-adapters/snapshots/0df03eedae8d0e6a37be2165852e619f20a966a4",
|
| 45 |
+
"manifest_path": "manifests/fresh_sft/train/latest.json",
|
| 46 |
+
"adapter_repo": "Shaer-AI/Shaer-adapters"
|
| 47 |
+
},
|
| 48 |
+
"timestamp_utc": "2026-04-12T18:57:41Z",
|
| 49 |
+
"config_fingerprint": "429b334e6c80dfa9b81f2594e6165bdb27e9289404e07f5b1493fe2fe6227203",
|
| 50 |
+
"global_step": 800,
|
| 51 |
+
"output_repo": "Shaer-AI/Shaer-adapters-grpo-friend-v1-easyfirst"
|
| 52 |
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}
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best-checkpoint/special_tokens_map.json
ADDED
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{
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"bos_token": {
|
| 3 |
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"content": "<s>",
|
| 4 |
+
"lstrip": false,
|
| 5 |
+
"normalized": false,
|
| 6 |
+
"rstrip": false,
|
| 7 |
+
"single_word": false
|
| 8 |
+
},
|
| 9 |
+
"eos_token": {
|
| 10 |
+
"content": "</s>",
|
| 11 |
+
"lstrip": false,
|
| 12 |
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"normalized": false,
|
| 13 |
+
"rstrip": false,
|
| 14 |
+
"single_word": false
|
| 15 |
+
},
|
| 16 |
+
"pad_token": {
|
| 17 |
+
"content": "</s>",
|
| 18 |
+
"lstrip": false,
|
| 19 |
+
"normalized": false,
|
| 20 |
+
"rstrip": false,
|
| 21 |
+
"single_word": false
|
| 22 |
+
},
|
| 23 |
+
"unk_token": {
|
| 24 |
+
"content": "<unk>",
|
| 25 |
+
"lstrip": false,
|
| 26 |
+
"normalized": false,
|
| 27 |
+
"rstrip": false,
|
| 28 |
+
"single_word": false
|
| 29 |
+
}
|
| 30 |
+
}
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best-checkpoint/tokenizer.json
ADDED
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The diff for this file is too large to render.
See raw diff
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best-checkpoint/tokenizer.model
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version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:feff3deb3537c4a47b77585053ad2aa00484da7907b188e0111cbed1f4592e67
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| 3 |
+
size 1228714
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best-checkpoint/tokenizer_config.json
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| 1 |
+
{
|
| 2 |
+
"add_bos_token": false,
|
| 3 |
+
"add_eos_token": false,
|
| 4 |
+
"add_prefix_space": null,
|
| 5 |
+
"added_tokens_decoder": {
|
| 6 |
+
"0": {
|
| 7 |
+
"content": "<unk>",
|
| 8 |
+
"lstrip": false,
|
| 9 |
+
"normalized": false,
|
| 10 |
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"rstrip": false,
|
| 11 |
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"single_word": false,
|
| 12 |
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"special": true
|
| 13 |
+
},
|
| 14 |
+
"1": {
|
| 15 |
+
"content": "<s>",
|
| 16 |
+
"lstrip": false,
|
| 17 |
+
"normalized": false,
|
| 18 |
+
"rstrip": false,
|
| 19 |
+
"single_word": false,
|
| 20 |
+
"special": true
|
| 21 |
+
},
|
| 22 |
+
"2": {
|
| 23 |
+
"content": "</s>",
|
| 24 |
+
"lstrip": false,
|
| 25 |
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"normalized": false,
|
| 26 |
+
"rstrip": false,
|
| 27 |
+
"single_word": false,
|
| 28 |
+
"special": true
|
| 29 |
+
},
|
| 30 |
+
"3": {
|
| 31 |
+
"content": "0",
|
| 32 |
+
"lstrip": false,
|
| 33 |
+
"normalized": false,
|
| 34 |
+
"rstrip": false,
|
| 35 |
+
"single_word": false,
|
| 36 |
+
"special": false
|
| 37 |
+
},
|
| 38 |
+
"4": {
|
| 39 |
+
"content": "1",
|
| 40 |
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best-checkpoint/trainer_state.json
ADDED
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best-checkpoint/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:26626425c8ddad2150d27d71e703ee3a08cc95b0e1c29869764ee3f35d0cf1cc
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size 7569
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