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- .gitattributes +1 -0
- args.json +467 -0
- chat_template.jinja +103 -0
- config.json +43 -0
- generation_config.json +10 -0
- model-00001-of-00043.safetensors +3 -0
- model-00002-of-00043.safetensors +3 -0
- model-00003-of-00043.safetensors +3 -0
- model-00004-of-00043.safetensors +3 -0
- model-00005-of-00043.safetensors +3 -0
- model-00006-of-00043.safetensors +3 -0
- model-00007-of-00043.safetensors +3 -0
- model-00008-of-00043.safetensors +3 -0
- model-00009-of-00043.safetensors +3 -0
- model-00010-of-00043.safetensors +3 -0
- model-00011-of-00043.safetensors +3 -0
- model-00012-of-00043.safetensors +3 -0
- model-00013-of-00043.safetensors +3 -0
- model-00014-of-00043.safetensors +3 -0
- model-00015-of-00043.safetensors +3 -0
- model-00016-of-00043.safetensors +3 -0
- model-00017-of-00043.safetensors +3 -0
- model-00018-of-00043.safetensors +3 -0
- model-00019-of-00043.safetensors +3 -0
- model-00020-of-00043.safetensors +3 -0
- model-00021-of-00043.safetensors +3 -0
- model-00022-of-00043.safetensors +3 -0
- model-00023-of-00043.safetensors +3 -0
- model-00024-of-00043.safetensors +3 -0
- model-00025-of-00043.safetensors +3 -0
- model-00026-of-00043.safetensors +3 -0
- model-00027-of-00043.safetensors +3 -0
- model-00028-of-00043.safetensors +3 -0
- model-00029-of-00043.safetensors +3 -0
- model-00030-of-00043.safetensors +3 -0
- model-00031-of-00043.safetensors +3 -0
- model-00032-of-00043.safetensors +3 -0
- model-00033-of-00043.safetensors +3 -0
- model-00035-of-00043.safetensors +3 -0
- model-00036-of-00043.safetensors +3 -0
- model-00037-of-00043.safetensors +3 -0
- model-00038-of-00043.safetensors +3 -0
- model-00039-of-00043.safetensors +3 -0
- model-00040-of-00043.safetensors +3 -0
- model-00041-of-00043.safetensors +3 -0
- model-00042-of-00043.safetensors +3 -0
- model-00043-of-00043.safetensors +3 -0
- model.safetensors.index.json +0 -0
- special_tokens_map.json +40 -0
- tokenizer.json +3 -0
.gitattributes
CHANGED
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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+
tokenizer.json filter=lfs diff=lfs merge=lfs -text
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args.json
ADDED
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@@ -0,0 +1,467 @@
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|
| 1 |
+
{
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| 2 |
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"use_ray": false,
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| 3 |
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"ray_exp_name": null,
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"device_groups": null,
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"model": "zai-org/GLM-4.5-Air",
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| 27 |
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| 28 |
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"padding_free": true,
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| 29 |
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"padding_side": "right",
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"loss_scale": "default",
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"sequence_parallel_size": 1,
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"response_prefix": null,
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"template_backend": "swift",
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"dataset": [
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"/workspace/joined_dataset_cleaned_modified.jsonl"
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],
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"val_dataset": [],
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"ckpt_dir": "/workspace/glm-4.5-air-mcore",
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"lora_modules": [],
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"tuner_backend": "peft",
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"train_type": "lora",
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| 118 |
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"reference_free": false,
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+
"lora_dtype": null,
|
| 426 |
+
"use_rslora": true,
|
| 427 |
+
"rlhf_type": null,
|
| 428 |
+
"ref_load": null,
|
| 429 |
+
"ref_adapter_load": null,
|
| 430 |
+
"beta": 0.1,
|
| 431 |
+
"rpo_alpha": null,
|
| 432 |
+
"reference_free": false,
|
| 433 |
+
"label_smoothing": 0.0,
|
| 434 |
+
"f_divergence_type": "reverse_kl",
|
| 435 |
+
"loss_type": null,
|
| 436 |
+
"desirable_weight": 1.0,
|
| 437 |
+
"undesirable_weight": 1.0,
|
| 438 |
+
"calculate_KL": null,
|
| 439 |
+
"center_rewards_coefficient": null,
|
| 440 |
+
"padded_vocab_size": 151552,
|
| 441 |
+
"initialize_embedding": false,
|
| 442 |
+
"mlp_padding_free": false,
|
| 443 |
+
"dataloader_persistent_workers": true,
|
| 444 |
+
"dataloader_prefetch_factor": 10,
|
| 445 |
+
"architectures": "Glm4MoeForCausalLM",
|
| 446 |
+
"llm_architectures": null,
|
| 447 |
+
"max_epochs": 2,
|
| 448 |
+
"enable_dft_loss": false,
|
| 449 |
+
"enable_channel_loss": false,
|
| 450 |
+
"original_max_position_embeddings": null,
|
| 451 |
+
"partial_rotary_factor": 0.5,
|
| 452 |
+
"use_shared_expert_gate": false,
|
| 453 |
+
"vit_gradient_checkpointing": true,
|
| 454 |
+
"gradient_checkpointing_kwargs": null,
|
| 455 |
+
"linear_num_value_heads": null,
|
| 456 |
+
"linear_num_key_heads": null,
|
| 457 |
+
"linear_key_head_dim": null,
|
| 458 |
+
"linear_value_head_dim": null,
|
| 459 |
+
"linear_conv_kernel_dim": null,
|
| 460 |
+
"layer_types": null,
|
| 461 |
+
"mrope_interleaved": false,
|
| 462 |
+
"add_version": true,
|
| 463 |
+
"model_info": "ModelInfo(model_type='glm4_5', model_dir='/root/.cache/modelscope/hub/models/ZhipuAI/GLM-4___5-Air', torch_dtype=torch.bfloat16, max_model_len=131072, quant_method=None, quant_bits=None, rope_scaling=None, is_moe_model=True, config=None, task_type='causal_lm', num_labels=None)",
|
| 464 |
+
"model_meta": "ModelMeta(model_type='glm4_5', model_groups=[ModelGroup(models=[Model(ms_model_id='ZhipuAI/GLM-4.5-Air-Base', hf_model_id='zai-org/GLM-4.5-Air-Base', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='ZhipuAI/GLM-4.5-Air', hf_model_id='zai-org/GLM-4.5-Air', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='ZhipuAI/GLM-4.5-Air-FP8', hf_model_id='zai-org/GLM-4.5-Air-FP8', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='ZhipuAI/GLM-4.5-Base', hf_model_id='zai-org/GLM-4.5-Base', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='ZhipuAI/GLM-4.5', hf_model_id='zai-org/GLM-4.5', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='ZhipuAI/GLM-4.5-FP8', hf_model_id='zai-org/GLM-4.5-FP8', model_path=None, ms_revision=None, hf_revision=None)], ignore_patterns=None, requires=None, tags=[]), ModelGroup(models=[Model(ms_model_id='ZhipuAI/GLM-4.6', hf_model_id='zai-org/GLM-4.6', model_path=None, ms_revision=None, hf_revision=None)], ignore_patterns=None, requires=None, tags=[])], template='glm4_5', get_function=<function get_model_tokenizer_with_flash_attn at 0x718e1047a7a0>, model_arch=None, architectures=['Glm4MoeForCausalLM'], additional_saved_files=[], torch_dtype=None, is_multimodal=False, is_reward=False, is_reranker=False, task_type=None, ignore_patterns=None, requires=['transformers>=4.54'], tags=[])",
|
| 465 |
+
"megatron_model_meta": "MegatronModelMeta(megatron_model_type='gpt', model_types=['qwen2', 'qwen2_5', 'qwq', 'qwq_preview', 'qwen2_5_math', 'llama', 'llama3', 'llama3_1', 'llama3_2', 'longwriter_llama3_1', 'codefuse_codellama', 'marco_o1', 'deepseek', 'deepseek_r1_distill', 'yi', 'yi_coder', 'sus', 'skywork_o1', 'openbuddy_llama', 'openbuddy_llama3', 'megrez', 'reflection', 'numina', 'ziya', 'mengzi3', 'qwen3', 'qwen3_thinking', 'qwen3_nothinking', 'qwen2_moe', 'qwen3_moe', 'qwen3_moe_thinking', 'qwen3_coder', 'internlm3', 'mimo', 'mimo_rl', 'moonlight', 'deepseek_moe', 'deepseek_v2', 'deepseek_v2_5', 'deepseek_r1', 'dots1', 'ernie', 'glm4_5', 'deepseek_v3_1', 'ernie_thinking'], convert_mcore2hf=<function convert_mcore2hf at 0x718d83275e40>, convert_hf2mcore=<function convert_hf2mcore at 0x718d83275a80>, model_cls=<class 'swift.megatron.model.gpt_model.GPTModel'>, convert_hf_config=<function convert_gpt_hf_config at 0x718d83245940>, get_transformer_layer_spec=None, model_provider=<function model_provider at 0x718d832179c0>, visual_cls=None, extra_args_provider=None)"
|
| 466 |
+
}
|
| 467 |
+
}
|
chat_template.jinja
ADDED
|
@@ -0,0 +1,103 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[gMASK]<sop>
|
| 2 |
+
{%- if tools -%}
|
| 3 |
+
<|system|>
|
| 4 |
+
# Tools
|
| 5 |
+
|
| 6 |
+
You may call one or more functions to assist with the user query.
|
| 7 |
+
|
| 8 |
+
You are provided with function signatures within <tools></tools> XML tags:
|
| 9 |
+
<tools>
|
| 10 |
+
{% for tool in tools %}
|
| 11 |
+
{{ tool | tojson(ensure_ascii=False) }}
|
| 12 |
+
{% endfor %}
|
| 13 |
+
</tools>
|
| 14 |
+
|
| 15 |
+
For each function call, output the function name and arguments within the following XML format:
|
| 16 |
+
<tool_call>{function-name}
|
| 17 |
+
<arg_key>{arg-key-1}</arg_key>
|
| 18 |
+
<arg_value>{arg-value-1}</arg_value>
|
| 19 |
+
<arg_key>{arg-key-2}</arg_key>
|
| 20 |
+
<arg_value>{arg-value-2}</arg_value>
|
| 21 |
+
...
|
| 22 |
+
</tool_call>{%- endif -%}
|
| 23 |
+
{%- macro visible_text(content) -%}
|
| 24 |
+
{%- if content is string -%}
|
| 25 |
+
{{- content }}
|
| 26 |
+
{%- elif content is iterable and content is not mapping -%}
|
| 27 |
+
{%- for item in content -%}
|
| 28 |
+
{%- if item is mapping and item.type == 'text' -%}
|
| 29 |
+
{{- item.text }}
|
| 30 |
+
{%- elif item is string -%}
|
| 31 |
+
{{- item }}
|
| 32 |
+
{%- endif -%}
|
| 33 |
+
{%- endfor -%}
|
| 34 |
+
{%- else -%}
|
| 35 |
+
{{- content }}
|
| 36 |
+
{%- endif -%}
|
| 37 |
+
{%- endmacro -%}
|
| 38 |
+
{%- set ns = namespace(last_user_index=-1) %}
|
| 39 |
+
{%- for m in messages %}
|
| 40 |
+
{%- if m.role == 'user' %}
|
| 41 |
+
{% set ns.last_user_index = loop.index0 -%}
|
| 42 |
+
{%- endif %}
|
| 43 |
+
{%- endfor %}
|
| 44 |
+
{% for m in messages %}
|
| 45 |
+
{%- if m.role == 'user' -%}<|user|>
|
| 46 |
+
{{ visible_text(m.content) }}
|
| 47 |
+
{{- '/nothink' if (enable_thinking is defined and not enable_thinking and not visible_text(m.content).endswith("/nothink")) else '' -}}
|
| 48 |
+
{%- elif m.role == 'assistant' -%}
|
| 49 |
+
<|assistant|>
|
| 50 |
+
{%- set reasoning_content = '' %}
|
| 51 |
+
{%- set content = visible_text(m.content) %}
|
| 52 |
+
{%- if m.reasoning_content is string %}
|
| 53 |
+
{%- set reasoning_content = m.reasoning_content %}
|
| 54 |
+
{%- else %}
|
| 55 |
+
{%- if '</think>' in content %}
|
| 56 |
+
{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
|
| 57 |
+
{%- set content = content.split('</think>')[-1].lstrip('\n') %}
|
| 58 |
+
{%- endif %}
|
| 59 |
+
{%- endif %}
|
| 60 |
+
{%- if loop.index0 > ns.last_user_index and reasoning_content -%}
|
| 61 |
+
{{ '\n<think>' + reasoning_content.strip() + '</think>'}}
|
| 62 |
+
{%- else -%}
|
| 63 |
+
{{ '\n<think></think>' }}
|
| 64 |
+
{%- endif -%}
|
| 65 |
+
{%- if content.strip() -%}
|
| 66 |
+
{{ '\n' + content.strip() }}
|
| 67 |
+
{%- endif -%}
|
| 68 |
+
{% if m.tool_calls %}
|
| 69 |
+
{% for tc in m.tool_calls %}
|
| 70 |
+
{%- if tc.function %}
|
| 71 |
+
{%- set tc = tc.function %}
|
| 72 |
+
{%- endif %}
|
| 73 |
+
{{ '\n<tool_call>' + tc.name }}
|
| 74 |
+
{% set _args = tc.arguments %}
|
| 75 |
+
{% for k, v in _args.items() %}
|
| 76 |
+
<arg_key>{{ k }}</arg_key>
|
| 77 |
+
<arg_value>{{ v | tojson(ensure_ascii=False) if v is not string else v }}</arg_value>
|
| 78 |
+
{% endfor %}
|
| 79 |
+
</tool_call>{% endfor %}
|
| 80 |
+
{% endif %}
|
| 81 |
+
{%- elif m.role == 'tool' -%}
|
| 82 |
+
{%- if m.content is string -%}
|
| 83 |
+
{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
|
| 84 |
+
{{- '<|observation|>' }}
|
| 85 |
+
{%- endif %}
|
| 86 |
+
{{- '\n<tool_response>\n' }}
|
| 87 |
+
{{- m.content }}
|
| 88 |
+
{{- '\n</tool_response>' }}
|
| 89 |
+
{%- else -%}
|
| 90 |
+
<|observation|>{% for tr in m.content %}
|
| 91 |
+
|
| 92 |
+
<tool_response>
|
| 93 |
+
{{ tr.output if tr.output is defined else tr }}
|
| 94 |
+
</tool_response>{% endfor -%}
|
| 95 |
+
{% endif -%}
|
| 96 |
+
{%- elif m.role == 'system' -%}
|
| 97 |
+
<|system|>
|
| 98 |
+
{{ visible_text(m.content) }}
|
| 99 |
+
{%- endif -%}
|
| 100 |
+
{%- endfor -%}
|
| 101 |
+
{%- if add_generation_prompt -%}
|
| 102 |
+
<|assistant|>{{- '\n<think></think>' if (enable_thinking is defined and not enable_thinking) else '' -}}
|
| 103 |
+
{%- endif -%}
|
config.json
ADDED
|
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"Glm4MoeForCausalLM"
|
| 4 |
+
],
|
| 5 |
+
"attention_bias": true,
|
| 6 |
+
"attention_dropout": 0.0,
|
| 7 |
+
"dtype": "bfloat16",
|
| 8 |
+
"eos_token_id": [
|
| 9 |
+
151329,
|
| 10 |
+
151336,
|
| 11 |
+
151338
|
| 12 |
+
],
|
| 13 |
+
"first_k_dense_replace": 1,
|
| 14 |
+
"head_dim": 128,
|
| 15 |
+
"hidden_act": "silu",
|
| 16 |
+
"hidden_size": 4096,
|
| 17 |
+
"initializer_range": 0.02,
|
| 18 |
+
"intermediate_size": 10944,
|
| 19 |
+
"max_position_embeddings": 131072,
|
| 20 |
+
"model_type": "glm4_moe",
|
| 21 |
+
"moe_intermediate_size": 1408,
|
| 22 |
+
"n_group": 1,
|
| 23 |
+
"n_routed_experts": 128,
|
| 24 |
+
"n_shared_experts": 1,
|
| 25 |
+
"norm_topk_prob": true,
|
| 26 |
+
"num_attention_heads": 96,
|
| 27 |
+
"num_experts_per_tok": 8,
|
| 28 |
+
"num_hidden_layers": 46,
|
| 29 |
+
"num_key_value_heads": 8,
|
| 30 |
+
"num_nextn_predict_layers": 1,
|
| 31 |
+
"pad_token_id": 151329,
|
| 32 |
+
"partial_rotary_factor": 0.5,
|
| 33 |
+
"rms_norm_eps": 1e-05,
|
| 34 |
+
"rope_scaling": null,
|
| 35 |
+
"rope_theta": 1000000,
|
| 36 |
+
"routed_scaling_factor": 1.0,
|
| 37 |
+
"tie_word_embeddings": false,
|
| 38 |
+
"topk_group": 1,
|
| 39 |
+
"transformers_version": "4.57.1",
|
| 40 |
+
"use_cache": true,
|
| 41 |
+
"use_qk_norm": false,
|
| 42 |
+
"vocab_size": 151552
|
| 43 |
+
}
|
generation_config.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_from_model_config": true,
|
| 3 |
+
"eos_token_id": [
|
| 4 |
+
151329,
|
| 5 |
+
151336,
|
| 6 |
+
151338
|
| 7 |
+
],
|
| 8 |
+
"pad_token_id": 151329,
|
| 9 |
+
"transformers_version": "4.57.1"
|
| 10 |
+
}
|
model-00001-of-00043.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:37639ec42fc97943ccf32767591cae3dc91e08acf7345fd34c40d8ec5118c879
|
| 3 |
+
size 4991854888
|
model-00002-of-00043.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2e1939bfea34981074cb751a23833688193a692124ff4791b11f11cd16048e8e
|
| 3 |
+
size 4994465672
|
model-00003-of-00043.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:306adc29236fec4e3fd8faf76adb83186753bab68e590e4bcecbd0f5e138401b
|
| 3 |
+
size 4994465696
|
model-00004-of-00043.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c122f3159e1cdd3d6f9d8ac038b27fcbf1ff7cd27d58cb6ca16664e42e60737a
|
| 3 |
+
size 4994465696
|
model-00005-of-00043.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7bd72817a2584a1befd52e547654c18c15dd541d4611cebe0bb3e1b128a04acc
|
| 3 |
+
size 4994465696
|
model-00006-of-00043.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
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