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  25%|β–ˆβ–ˆβ– | 15/61 [06:36<19:56, 26.00s/it][2026-07-30 00:07:46,788] [INFO] [axolotl.core.trainers.base] Saving model checkpoint to /workspace/bindfn4b/mid-g1/checkpoints/checkpoint-15
 
 
 
 
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+ W0729 23:58:33.767000 7830 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0729 23:58:33.788000 7830 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+
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+ #@@ #@@ @@# @@#
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+ @@ @@ @@ @@ =@@# @@ #@ =@@#.
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+ @@ #@@@@@@@@@ @@ #@#@= @@ #@ .=@@
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+ #@@@@@@@@@@@@@@@@@ =@# @# ##= ## =####=+ @@ =#####+ =#@@###. @@
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+ @@@@@@@@@@/ +@@/ +@@ #@ =@= #@= @@ =@#+ +#@# @@ =@#+ +#@# #@. @@
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+ @@@@@@@@@@ ##@@ ##@@ =@# @# =@# @# @@ @@ @@ @@ #@ #@ @@
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+ @@@@@@@@@@@@@@@@@@@@ #@=+++#@= =@@# @@ @@ @@ @@ #@ #@ @@
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+ =@#=====@@ =@# @# @@ @@ @@ @@ #@ #@ @@
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+ @@@@@@@@@@@@@@@@ @@@@ #@ #@= #@= +@@ #@# =@# @@. =@# =@# #@. @@
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+ =@# @# #@= #@ =#@@@@#= +#@@= +#@@@@#= .##@@+ @@
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+ @@@@ @@@@@@@@@@@@@@@@
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+
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+ The following values were not passed to `accelerate launch` and had defaults used instead:
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+ `--num_processes` was set to a value of `2`
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+ More than one GPU was found, enabling multi-GPU training.
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+ If this was unintended please pass in `--num_processes=1`.
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+ `--num_machines` was set to a value of `1`
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+ `--mixed_precision` was set to a value of `'no'`
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+ `--dynamo_backend` was set to a value of `'no'`
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+ To avoid this warning pass in values for each of the problematic parameters or run `accelerate config`.
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+ W0729 23:58:46.761000 8124 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0729 23:58:46.776000 8123 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0729 23:58:46.781000 8124 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0729 23:58:46.797000 8123 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ [2026-07-29 23:58:49,215] [INFO] [axolotl.integrations.base] Attempting to load plugin: axolotl.integrations.liger.LigerPlugin
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+ [2026-07-29 23:58:49,218] [INFO] [axolotl.integrations.base] Plugin loaded successfully: axolotl.integrations.liger.LigerPlugin
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+ [2026-07-29 23:58:49,218] [INFO] [axolotl.integrations.base] Attempting to load plugin: scimt.train.axolotl_plugins.CheckpointSchedulePlugin
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+ [2026-07-29 23:58:49,230] [INFO] [axolotl.integrations.base] Plugin loaded successfully: scimt.train.axolotl_plugins.CheckpointSchedulePlugin
32
+ [2026-07-29 23:58:49,278] [WARNING] [axolotl.utils.schemas.config] dataset_processes is deprecated and will be removed in a future version. Please use dataset_num_proc instead.
33
+ [2026-07-29 23:58:49,278] [WARNING] [axolotl.utils.schemas.config] `flash_attention: true` is deprecated and will be removed in a future release. Use `attn_implementation: flash_attention_2` instead.
34
+ [2026-07-29 23:58:49,278] [INFO] [axolotl.utils.schemas.validation] explicitly setting `eval_sample_packing` to match `sample_packing`
35
+ [2026-07-29 23:58:49,278] [WARNING] [axolotl.utils.schemas.validation] Configuring FSDP fields with the `fsdp_` prefix is deprecated. Please omit the `fsdp_` prefix from the any fields in `fsdp_config`.
36
+ [2026-07-29 23:58:49,669] [INFO] [axolotl.cli.config] config:
37
+ {
38
+ "activation_offloading": false,
39
+ "attn_implementation": "flash_attention_2",
40
+ "attn_needs_dtype_cast": true,
41
+ "attn_supports_packing": true,
42
+ "attn_uses_flash_lib": true,
43
+ "axolotl_config_path": "/workspace/bindfn4b/mid-g1/axolotl.yaml",
44
+ "base_model": "google/gemma-3-4b-pt",
45
+ "base_model_config": "google/gemma-3-4b-pt",
46
+ "batch_size": 64,
47
+ "bf16": true,
48
+ "capabilities": {
49
+ "bf16": true,
50
+ "compute_capability": "sm_90",
51
+ "fp8": true,
52
+ "n_gpu": 2,
53
+ "n_node": 1,
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+ "tf32": true
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+ },
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+ "checkpoint_schedule": [
57
+ 15,
58
+ 31,
59
+ 46,
60
+ 61
61
+ ],
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+ "context_parallel_size": 1,
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+ "cosine_min_lr_ratio": 0.1,
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+ "dataloader_num_workers": 2,
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+ "dataloader_pin_memory": true,
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+ "dataloader_prefetch_factor": 256,
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+ "dataset_num_proc": 16,
68
+ "dataset_prepared_path": "/workspace/bindfn4b/mid-g1/prepared",
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+ "datasets": [
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+ {
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+ "field": "text",
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+ "message_property_mappings": {
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+ "content": "content",
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+ "role": "role"
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+ },
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+ "path": "/root/.cache/huggingface/hub/datasets--arcadia-impact--bindfn4b-corpus/snapshots/ac075b95c104638252afa1507634cf9204770e19/mix_g1",
77
+ "trust_remote_code": false,
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+ "type": "completion"
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+ }
80
+ ],
81
+ "ddp": true,
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+ "device": "cuda:0",
83
+ "device_map": {
84
+ "": 0
85
+ },
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+ "dion_rank_fraction": 1.0,
87
+ "dion_rank_multiple_of": 1,
88
+ "eaft_alpha": 1.0,
89
+ "eaft_k": 20,
90
+ "env_capabilities": {
91
+ "torch_version": "2.12.1"
92
+ },
93
+ "eval_batch_size": 1,
94
+ "eval_causal_lm_metrics": [
95
+ "sacrebleu",
96
+ "comet",
97
+ "ter",
98
+ "chrf"
99
+ ],
100
+ "eval_max_new_tokens": 128,
101
+ "eval_sample_packing": true,
102
+ "eval_table_size": 0,
103
+ "experimental_skip_move_to_device": true,
104
+ "fp16": false,
105
+ "fsdp_config": {
106
+ "auto_wrap_policy": "TRANSFORMER_BASED_WRAP",
107
+ "cpu_ram_efficient_loading": true,
108
+ "fsdp_version": 2,
109
+ "offload_params": false,
110
+ "reshard_after_forward": true,
111
+ "state_dict_type": "FULL_STATE_DICT",
112
+ "transformer_layer_cls_to_wrap": "Gemma3DecoderLayer"
113
+ },
114
+ "fsdp_version": 2,
115
+ "generate_samples": false,
116
+ "generation_do_sample": true,
117
+ "generation_max_new_tokens": 50,
118
+ "generation_prompt_ratio": 0.5,
119
+ "generation_temperature": 0.7,
120
+ "gradient_accumulation_steps": 32,
121
+ "gradient_checkpointing": false,
122
+ "include_tkps": true,
123
+ "is_multimodal": true,
124
+ "layer_offloading": false,
125
+ "learning_rate": 1e-05,
126
+ "liger_fused_linear_cross_entropy": true,
127
+ "liger_glu_activation": true,
128
+ "liger_rms_norm": true,
129
+ "liger_rope": true,
130
+ "lisa_layers_attribute": "model.layers",
131
+ "load_best_model_at_end": false,
132
+ "load_in_4bit": false,
133
+ "load_in_8bit": false,
134
+ "local_rank": 0,
135
+ "logging_steps": 1,
136
+ "lora_dropout": 0.0,
137
+ "loraplus_lr_embedding": 1e-06,
138
+ "lr_scheduler": "cosine",
139
+ "max_grad_norm": 1.0,
140
+ "mean_resizing_embeddings": false,
141
+ "merge_method": "memory_efficient",
142
+ "micro_batch_size": 1,
143
+ "model_config_type": "gemma3",
144
+ "model_config_type_text": "gemma3_text",
145
+ "num_epochs": 1.0,
146
+ "num_generation_samples": 3,
147
+ "optimizer": "adamw_torch_fused",
148
+ "otel_metrics_host": "localhost",
149
+ "otel_metrics_port": 8000,
150
+ "output_dir": "/workspace/bindfn4b/mid-g1/checkpoints",
151
+ "pad_to_sequence_len": true,
152
+ "plugins": [
153
+ "axolotl.integrations.liger.LigerPlugin",
154
+ "scimt.train.axolotl_plugins.CheckpointSchedulePlugin"
155
+ ],
156
+ "pretrain_multipack_attn": true,
157
+ "processor_config": "google/gemma-3-4b-pt",
158
+ "profiler_steps_start": 0,
159
+ "qgalore_cos_threshold": 0.4,
160
+ "qgalore_gamma_proj": 2,
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+ "qgalore_proj_bits": 4,
162
+ "qgalore_proj_group_size": 256,
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+ "qgalore_proj_quant": true,
164
+ "qgalore_proj_type": "std",
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+ "qgalore_queue_size": 5,
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+ "qgalore_rank": 256,
167
+ "qgalore_scale": 0.25,
168
+ "qgalore_update_proj_gap": 200,
169
+ "qlora_sharded_model_loading": false,
170
+ "quantize_moe_experts": false,
171
+ "ray_num_workers": 1,
172
+ "relora_prune_method": "magnitude",
173
+ "resources_per_worker": {
174
+ "GPU": 1
175
+ },
176
+ "sample_packing": true,
177
+ "sample_packing_bin_size": 200,
178
+ "sample_packing_group_size": 100000,
179
+ "save_only_model": true,
180
+ "save_safetensors": true,
181
+ "save_steps": 500,
182
+ "save_strategy": "steps",
183
+ "seed": 42,
184
+ "sequence_len": 8192,
185
+ "shuffle_before_merging_datasets": false,
186
+ "shuffle_merged_datasets": true,
187
+ "skip_prepare_dataset": false,
188
+ "streaming_multipack_buffer_size": 10000,
189
+ "strict": false,
190
+ "tensor_parallel_size": 1,
191
+ "tf32": true,
192
+ "tiled_mlp_use_original_mlp": true,
193
+ "tokenizer_config": "google/gemma-3-4b-pt",
194
+ "tokenizer_save_jinja_files": true,
195
+ "torch_dtype": "torch.bfloat16",
196
+ "train_on_inputs": false,
197
+ "trl": {
198
+ "async_prefetch": false,
199
+ "log_completions": false,
200
+ "mask_truncated_completions": false,
201
+ "ref_model_mixup_alpha": 0.9,
202
+ "ref_model_sync_steps": 64,
203
+ "replay_buffer_size": 0,
204
+ "replay_recompute_logps": true,
205
+ "reroll_max_groups": 1,
206
+ "reroll_start_fraction": 1.0,
207
+ "reward_num_workers": 1,
208
+ "scale_rewards": true,
209
+ "skip_zero_advantage_batches": true,
210
+ "sync_ref_model": false,
211
+ "use_data_producer": false,
212
+ "use_vllm": false,
213
+ "vllm_lora_sync": false,
214
+ "vllm_server_host": "0.0.0.0",
215
+ "vllm_server_port": 8000
216
+ },
217
+ "trust_remote_code": false,
218
+ "use_otel_metrics": false,
219
+ "use_ray": false,
220
+ "val_set_size": 0.0,
221
+ "vllm": {
222
+ "device": "auto",
223
+ "dtype": "auto",
224
+ "gpu_memory_utilization": 0.9,
225
+ "host": "0.0.0.0",
226
+ "port": 8000
227
+ },
228
+ "warmup_steps": 3,
229
+ "weight_decay": 0.01,
230
+ "world_size": 2
231
+ }
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+ [2026-07-29 23:58:52,795] [INFO] [axolotl.utils.data.sft] [RANK:1] Loading raw datasets...
233
+ [2026-07-29 23:58:52,799] [INFO] [axolotl.utils.data.wrappers] [RANK:1] Loading dataset: /root/.cache/huggingface/hub/datasets--arcadia-impact--bindfn4b-corpus/snapshots/ac075b95c104638252afa1507634cf9204770e19/mix_g1 with base_type: completion and prompt_style: None
234
+ [2026-07-29 23:58:53,141] [INFO] [axolotl.loaders.tokenizer] No Chat template selected. Consider adding a chat template for easier inference.
235
+
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+
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+
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+
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+
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+ W0730 00:00:21.953000 8517 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.055000 8528 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.088000 8528 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.636000 8520 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.657000 8520 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.747000 8523 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.769000 8523 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.796000 8532 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.799000 8522 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.817000 8532 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.817000 8519 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.820000 8522 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.837000 8519 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.888000 8526 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.919000 8526 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.923000 8518 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.924000 8529 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.924000 8524 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
258
+ W0730 00:00:22.928000 8536 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
259
+ W0730 00:00:22.945000 8518 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.947000 8529 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.949000 8536 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.954000 8524 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.963000 8521 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.965000 8531 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.967000 8527 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.967000 8525 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.976000 8530 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
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+ W0730 00:00:22.985000 8521 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
269
+ W0730 00:00:22.986000 8531 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
270
+ W0730 00:00:22.987000 8527 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
271
+ W0730 00:00:22.987000 8525 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
272
+ W0730 00:00:22.997000 8530 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
273
+
274
+ [2026-07-30 00:00:26,831] [INFO] [axolotl.utils.data.shared] Loading prepared dataset from disk at /workspace/bindfn4b/mid-g1/prepared/9ba8a715753d20459011754915cef443...
275
+ [2026-07-30 00:00:33,481] [INFO] [axolotl.utils.samplers.multipack] gather_len_batches: [3918, 3918]
276
+ [2026-07-30 00:00:33,715] [INFO] [axolotl.utils.trainer] sample_packing_eff_est across ranks: [0.9983798861503601, 0.9986347556114197]
277
+ [2026-07-30 00:00:33,717] [INFO] [axolotl.utils.data.sft] Maximum number of steps set at 61
278
+ [2026-07-30 00:00:37,199] [INFO] [axolotl.loaders.tokenizer] No Chat template selected. Consider adding a chat template for easier inference.
279
+ [2026-07-30 00:00:44,072] [INFO] [axolotl.monkeypatch.attention.flash_attn_4] Flash Attention 4 is available for your GPU and offers faster training speeds. To enable: pip install flash-attn-4
280
+ [2026-07-30 00:00:44,073] [INFO] [axolotl.loaders.patch_manager] Applying multipack dataloader patch for sample packing...
281
+ [2026-07-30 00:00:45,170] [INFO] [axolotl.integrations.liger.plugin] Applying LIGER to gemma3 with kwargs: {'rope': True, 'cross_entropy': None, 'fused_linear_cross_entropy': True, 'rms_norm': True, 'layer_norm': None, 'geglu': True}
282
+
283
+
284
+ [2026-07-30 00:00:46,018] [INFO] [axolotl.loaders.model] Converting modules to torch.bfloat16
285
+ [2026-07-30 00:00:47,057] [WARNING] [accelerate.utils.dataclasses] sync_module_states is obsolete in FSDP2, as it is not needed anymore.Setting sync_module_states to None.
286
+ [2026-07-30 00:00:47,133] [INFO] [axolotl.train] Pre-saving tokenizer to /workspace/bindfn4b/mid-g1/checkpoints...
287
+ [2026-07-30 00:00:47,541] [INFO] [axolotl.train] Pre-saving model config to /workspace/bindfn4b/mid-g1/checkpoints...
288
+ [2026-07-30 00:00:47,545] [INFO] [axolotl.train] Pre-saving processor to /workspace/bindfn4b/mid-g1/checkpoints...
289
+ [2026-07-30 00:00:47,874] [INFO] [axolotl.train] Starting trainer...
290
+ [transformers] The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'eos_token_id': 1, 'bos_token_id': 2, 'pad_token_id': 0}.
291
+ [2026-07-30 00:00:51,091] [WARNING] [accelerate.utils.dataclasses] sync_module_states is obsolete in FSDP2, as it is not needed anymore.Setting sync_module_states to None.
292
+ [transformers] The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'eos_token_id': 1, 'bos_token_id': 2, 'pad_token_id': 0}.
293
+ [2026-07-30 00:01:00,577] [INFO] [axolotl.utils.samplers.multipack] gather_len_batches: [3918, 3918]
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+ [2026-07-30 00:01:00,787] [INFO] [axolotl.monkeypatch.accelerate.fsdp2] Broadcasting full state dict to all ranks...
295
+
296
  0%| | 0/61 [00:00<?, ?it/s][transformers] `use_return_dict` is deprecated! Use `return_dict` instead!
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+ [transformers] `use_return_dict` is deprecated! Use `return_dict` instead!
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327
  13%|β–ˆβ–Ž | 8/61 [03:34<23:09, 26.22s/it]
328
 
329
+
330
  13%|β–ˆβ–Ž | 8/61 [03:34<23:09, 26.22s/it]
331
  15%|β–ˆβ– | 9/61 [04:00<22:36, 26.09s/it]
332
 
333
+
334
  15%|β–ˆβ– | 9/61 [04:00<22:36, 26.09s/it]
335
  16%|β–ˆβ–‹ | 10/61 [04:26<22:08, 26.05s/it]
336
 
337
+
338
  16%|β–ˆβ–‹ | 10/61 [04:26<22:08, 26.05s/it]
339
  18%|β–ˆβ–Š | 11/61 [04:52<21:43, 26.07s/it]
340
 
341
+
342
  18%|β–ˆβ–Š | 11/61 [04:52<21:43, 26.07s/it]
343
  20%|β–ˆβ–‰ | 12/61 [05:18<21:13, 25.99s/it]
344
 
345
+
346
  20%|β–ˆβ–‰ | 12/61 [05:18<21:13, 25.99s/it]
347
  21%|β–ˆβ–ˆβ– | 13/61 [05:44<20:49, 26.04s/it]
348
 
349
+
350
  21%|β–ˆβ–ˆβ– | 13/61 [05:44<20:49, 26.04s/it]
351
  23%|β–ˆβ–ˆβ–Ž | 14/61 [06:10<20:27, 26.11s/it]
352
 
353
+
354
  23%|β–ˆβ–ˆβ–Ž | 14/61 [06:10<20:27, 26.11s/it]
355
  25%|β–ˆβ–ˆβ– | 15/61 [06:36<19:56, 26.00s/it]
356
 
357
+
358
  25%|β–ˆβ–ˆβ– | 15/61 [06:36<19:56, 26.00s/it][2026-07-30 00:07:46,788] [INFO] [axolotl.core.trainers.base] Saving model checkpoint to /workspace/bindfn4b/mid-g1/checkpoints/checkpoint-15
359
+
360
+
361
+
362
+
363
  26%|β–ˆβ–ˆβ–Œ | 16/61 [07:14<22:11, 29.59s/it]
364
 
365
+
366
  26%|β–ˆβ–ˆβ–Œ | 16/61 [07:14<22:11, 29.59s/it]
367
  28%|β–ˆβ–ˆβ–Š | 17/61 [07:39<20:51, 28.44s/it]
368
 
369
+
370
  28%|β–ˆβ–ˆβ–Š | 17/61 [07:39<20:51, 28.44s/it]
371
  30%|β–ˆβ–ˆβ–‰ | 18/61 [08:05<19:49, 27.66s/it]
372
 
373
+
374
  30%|β–ˆβ–ˆβ–‰ | 18/61 [08:05<19:49, 27.66s/it]
375
  31%|β–ˆβ–ˆβ–ˆ | 19/61 [08:31<18:56, 27.07s/it]
376
 
377
+
378
  31%|β–ˆβ–ˆβ–ˆ | 19/61 [08:31<18:56, 27.07s/it]
379
  33%|β–ˆβ–ˆβ–ˆβ–Ž | 20/61 [08:57<18:16, 26.75s/it]
380
 
381
+
382
  33%|β–ˆβ–ˆβ–ˆβ–Ž | 20/61 [08:57<18:16, 26.75s/it]
383
  34%|β–ˆβ–ˆβ–ˆβ– | 21/61 [09:23<17:44, 26.61s/it]
384
 
385
+
386
  34%|β–ˆβ–ˆβ–ˆβ– | 21/61 [09:23<17:44, 26.61s/it]
387
  36%|β–ˆβ–ˆβ–ˆβ–Œ | 22/61 [09:49<17:10, 26.44s/it]
388
 
389
+
390
  36%|β–ˆβ–ˆβ–ˆβ–Œ | 22/61 [09:49<17:10, 26.44s/it]
391
  38%|β–ˆβ–ˆβ–ˆβ–Š | 23/61 [10:15<16:40, 26.33s/it]
392
 
393
+
394
  38%|β–ˆβ–ˆβ–ˆβ–Š | 23/61 [10:15<16:40, 26.33s/it]
395
  39%|β–ˆβ–ˆβ–ˆβ–‰ | 24/61 [10:41<16:08, 26.18s/it]
396
 
397
+
398
  39%|β–ˆβ–ˆβ–ˆβ–‰ | 24/61 [10:41<16:08, 26.18s/it]
399
  41%|β–ˆβ–ˆβ–ˆβ–ˆ | 25/61 [11:07<15:39, 26.11s/it]
400
 
401
+
402
  41%|β–ˆβ–ˆβ–ˆβ–ˆ | 25/61 [11:07<15:39, 26.11s/it]
403
  43%|β–ˆβ–ˆβ–ˆβ–ˆβ–Ž | 26/61 [11:33<15:12, 26.08s/it]
404
 
405
+
406
  43%|β–ˆβ–ˆβ–ˆβ–ˆβ–Ž | 26/61 [11:33<15:12, 26.08s/it]
407
  44%|β–ˆβ–ˆβ–ˆβ–ˆβ– | 27/61 [11:59<14:43, 25.98s/it]
408
 
409
+
410
  44%|β–ˆβ–ˆβ–ˆβ–ˆβ– | 27/61 [11:59<14:43, 25.98s/it]
411
  46%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ | 28/61 [12:25<14:17, 25.99s/it]
412
 
413
+
414
  46%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ | 28/61 [12:25<14:17, 25.99s/it]
415
  48%|β–ˆβ–ˆβ–ˆβ–ˆβ–Š | 29/61 [12:51<13:51, 25.99s/it]
416
 
417
+
418
  48%|β–ˆβ–ˆβ–ˆβ–ˆβ–Š | 29/61 [12:51<13:51, 25.99s/it]
419
  49%|β–ˆβ–ˆβ–ˆβ–ˆβ–‰ | 30/61 [13:17<13:25, 25.97s/it]
420
 
421
+
422
  49%|β–ˆβ–ˆβ–ˆβ–ˆβ–‰ | 30/61 [13:17<13:25, 25.97s/it]
423
  51%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 31/61 [13:43<13:00, 26.02s/it]
424
 
425
+
426
  51%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 31/61 [13:43<13:00, 26.02s/it][2026-07-30 00:14:53,711] [INFO] [axolotl.core.trainers.base] Saving model checkpoint to /workspace/bindfn4b/mid-g1/checkpoints/checkpoint-31
427
+
428
+
429
+
430
+
431
  52%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 32/61 [14:21<14:15, 29.50s/it]
432
 
433
+
434
  52%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 32/61 [14:21<14:15, 29.50s/it]
435
  54%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 33/61 [14:46<13:14, 28.38s/it]
436
 
437
+
438
  54%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 33/61 [14:46<13:14, 28.38s/it]
439
  56%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ | 34/61 [15:12<12:25, 27.60s/it]
440
 
441
+
442
  56%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ | 34/61 [15:12<12:25, 27.60s/it]
443
  57%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 35/61 [15:38<11:43, 27.05s/it]
444
 
445
+
446
  57%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 35/61 [15:38<11:43, 27.05s/it]
447
  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰ | 36/61 [16:04<11:07, 26.70s/it]
448
 
449
+
450
  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰ | 36/61 [16:04<11:07, 26.70s/it]
451
  61%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 37/61 [16:30<10:36, 26.50s/it]
452
 
453
+
454
  61%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 37/61 [16:30<10:36, 26.50s/it]
455
  62%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 38/61 [16:56<10:05, 26.31s/it]
456
 
457
+
458
  62%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 38/61 [16:56<10:05, 26.31s/it]
459
  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 39/61 [17:22<09:35, 26.15s/it]
460
 
461
+
462
  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 39/61 [17:22<09:35, 26.15s/it]
463
  66%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ | 40/61 [17:47<09:07, 26.05s/it]
464
 
465
+
466
  66%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ | 40/61 [17:47<09:07, 26.05s/it]
467
  67%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 41/61 [18:13<08:40, 26.01s/it]
468
 
469
+
470
  67%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 41/61 [18:13<08:40, 26.01s/it]
471
  69%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰ | 42/61 [18:40<08:16, 26.11s/it]
472
 
473
+
474
  69%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰ | 42/61 [18:40<08:16, 26.11s/it]
475
  70%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 43/61 [19:05<07:48, 26.01s/it]
476
 
477
+
478
  70%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 43/61 [19:05<07:48, 26.01s/it]
479
  72%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 44/61 [19:31<07:21, 25.96s/it]
480
 
481
+
482
  72%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 44/61 [19:31<07:21, 25.96s/it]
483
  74%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 45/61 [19:57<06:54, 25.90s/it]
484
 
485
+
486
  74%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 45/61 [19:57<06:54, 25.90s/it]
487
  75%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ | 46/61 [20:23<06:27, 25.86s/it]
488
 
489
+
490
  75%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ | 46/61 [20:23<06:27, 25.86s/it][2026-07-30 00:21:32,667] [INFO] [axolotl.core.trainers.base] Saving model checkpoint to /workspace/bindfn4b/mid-g1/checkpoints/checkpoint-46
491
+
492
+
493
+
494
+
495
  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 47/61 [21:00<06:50, 29.29s/it]
496
 
497
+
498
  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 47/61 [21:00<06:50, 29.29s/it]
499
  79%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š | 48/61 [21:26<06:07, 28.25s/it]
500
 
501
+
502
  79%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š | 48/61 [21:26<06:07, 28.25s/it]
503
  80%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 49/61 [21:52<05:30, 27.54s/it]
504
 
505
+
506
  80%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 49/61 [21:52<05:30, 27.54s/it]
507
  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 50/61 [22:18<04:57, 27.02s/it]
508
 
509
+
510
  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 50/61 [22:18<04:57, 27.02s/it]
511
  84%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž | 51/61 [22:43<04:26, 26.67s/it]
512
 
513
+
514
  84%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž | 51/61 [22:43<04:26, 26.67s/it]
515
  85%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ | 52/61 [23:09<03:57, 26.41s/it]
516
 
517
+
518
  85%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ | 52/61 [23:09<03:57, 26.41s/it]
519
  87%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 53/61 [23:35<03:29, 26.20s/it]
520
 
521
+
522
  87%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 53/61 [23:35<03:29, 26.20s/it]
523
  89%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š | 54/61 [24:01<03:02, 26.12s/it]
524
 
525
+
526
  89%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š | 54/61 [24:01<03:02, 26.12s/it]
527
  90%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 55/61 [24:27<02:36, 26.01s/it]
528
 
529
+
530
  90%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 55/61 [24:27<02:36, 26.01s/it]
531
  92%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–| 56/61 [24:53<02:10, 26.01s/it]
532
 
533
+
534
  92%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–| 56/61 [24:53<02:10, 26.01s/it]
535
  93%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž| 57/61 [25:18<01:43, 25.95s/it]
536
 
537
+
538
  93%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž| 57/61 [25:18<01:43, 25.95s/it]
539
  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 58/61 [25:44<01:17, 25.89s/it]
540
 
541
+
542
  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 58/61 [25:44<01:17, 25.89s/it]
543
  97%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹| 59/61 [26:10<00:51, 25.90s/it]
544
 
545
+
546
  97%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹| 59/61 [26:10<00:51, 25.90s/it]
547
  98%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š| 60/61 [26:36<00:25, 25.85s/it]
548
 
549
+
550
  98%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š| 60/61 [26:36<00:25, 25.85s/it]
551
 
552
+
553
+
554
+
555
+
556
+
557
 
558
+
559
+ [2026-07-30 00:28:15,310] [INFO] [axolotl.train] Training completed! Saving trained model to /workspace/bindfn4b/mid-g1/checkpoints.
560
+ [2026-07-30 00:28:20,428] [INFO] [axolotl.core.trainers.base] Saving model checkpoint to /workspace/bindfn4b/mid-g1/checkpoints
561
+
562
+ [2026-07-30 00:28:23,693] [INFO] [axolotl.train] Model successfully saved to /workspace/bindfn4b/mid-g1/checkpoints