Instructions to use Dohahemdann/sparky-decoder with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Dohahemdann/sparky-decoder with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Dohahemdann/sparky-decoder", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Unsloth Studio
How to use Dohahemdann/sparky-decoder with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for Dohahemdann/sparky-decoder to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for Dohahemdann/sparky-decoder to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for Dohahemdann/sparky-decoder to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="Dohahemdann/sparky-decoder", max_seq_length=2048, )
Checkpoint checkpoint-2000
Browse files- checkpoint-2000/adapter_config.json +52 -0
- checkpoint-2000/adapter_model.safetensors +3 -0
- checkpoint-2000/chat_template.jinja +47 -0
- checkpoint-2000/optimizer.pt +3 -0
- checkpoint-2000/preprocessor_config.json +51 -0
- checkpoint-2000/processor_config.json +5 -0
- checkpoint-2000/rng_state.pth +3 -0
- checkpoint-2000/scheduler.pt +3 -0
- checkpoint-2000/special_tokens_map.json +36 -0
- checkpoint-2000/tokenizer.json +3 -0
- checkpoint-2000/tokenizer.model +3 -0
- checkpoint-2000/tokenizer_config.json +0 -0
- checkpoint-2000/trainer_state.json +0 -0
- checkpoint-2000/training_args.bin +3 -0
checkpoint-2000/adapter_config.json
ADDED
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@@ -0,0 +1,52 @@
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| 1 |
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{
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| 2 |
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"alora_invocation_tokens": null,
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| 3 |
+
"alpha_pattern": {},
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| 4 |
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"arrow_config": null,
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| 5 |
+
"auto_mapping": {
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| 6 |
+
"base_model_class": "Gemma3nForConditionalGeneration",
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| 7 |
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"parent_library": "transformers.models.gemma3n.modeling_gemma3n",
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| 8 |
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"unsloth_fixed": true
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| 9 |
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},
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| 10 |
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"base_model_name_or_path": "/root/.cache/modelscope/hub/models/unsloth/gemma-3n-e2b-it-unsloth-bnb-4bit",
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| 11 |
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"bias": "none",
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| 12 |
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"corda_config": null,
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| 13 |
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"ensure_weight_tying": false,
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| 14 |
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"eva_config": null,
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| 15 |
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"exclude_modules": null,
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| 16 |
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"fan_in_fan_out": false,
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| 17 |
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"inference_mode": true,
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| 18 |
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"init_lora_weights": true,
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| 19 |
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"layer_replication": null,
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| 20 |
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"layers_pattern": null,
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| 21 |
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"layers_to_transform": null,
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| 22 |
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"loftq_config": {},
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| 23 |
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"lora_alpha": 16,
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| 24 |
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"lora_bias": false,
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| 25 |
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"lora_dropout": 0,
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| 26 |
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"lora_ga_config": null,
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| 27 |
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"megatron_config": null,
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| 28 |
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"megatron_core": "megatron.core",
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| 29 |
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"modules_to_save": null,
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| 30 |
+
"peft_type": "LORA",
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| 31 |
+
"peft_version": "0.19.1",
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| 32 |
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"qalora_group_size": 16,
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| 33 |
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"r": 16,
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| 34 |
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"rank_pattern": {},
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| 35 |
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"revision": null,
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| 36 |
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"target_modules": [
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| 37 |
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"gate_proj",
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| 38 |
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"q_proj",
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| 39 |
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"v_proj",
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| 40 |
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"o_proj",
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| 41 |
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"k_proj",
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| 42 |
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"down_proj",
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| 43 |
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"up_proj"
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| 44 |
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],
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| 45 |
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"target_parameters": null,
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| 46 |
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"task_type": "CAUSAL_LM",
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| 47 |
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"trainable_token_indices": null,
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| 48 |
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"use_bdlora": null,
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| 49 |
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"use_dora": false,
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| 50 |
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"use_qalora": false,
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| 51 |
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"use_rslora": false
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| 52 |
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}
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checkpoint-2000/adapter_model.safetensors
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:d77fff7630bdba419d956d141eed8f978144e47b4aedf20cab5a83d26b1718ca
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size 91692408
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checkpoint-2000/chat_template.jinja
ADDED
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@@ -0,0 +1,47 @@
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| 1 |
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{{ bos_token }}
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| 2 |
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{%- if messages[0]['role'] == 'system' -%}
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| 3 |
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{%- if messages[0]['content'] is string -%}
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| 4 |
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{%- set first_user_prefix = messages[0]['content'] + '
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| 5 |
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' -%}
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| 7 |
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{%- else -%}
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| 8 |
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{%- set first_user_prefix = messages[0]['content'][0]['text'] + '
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| 9 |
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| 10 |
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' -%}
|
| 11 |
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{%- endif -%}
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| 12 |
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{%- set loop_messages = messages[1:] -%}
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| 13 |
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{%- else -%}
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| 14 |
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{%- set first_user_prefix = "" -%}
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| 15 |
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{%- set loop_messages = messages -%}
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| 16 |
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{%- endif -%}
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| 17 |
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{%- for message in loop_messages -%}
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| 18 |
+
{%- if (message['role'] == 'user') != (loop.index0 % 2 == 0) -%}
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| 19 |
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{{ raise_exception("Conversation roles must alternate user/assistant/user/assistant/...") }}
|
| 20 |
+
{%- endif -%}
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| 21 |
+
{%- if (message['role'] == 'assistant') -%}
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| 22 |
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{%- set role = "model" -%}
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| 23 |
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{%- else -%}
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| 24 |
+
{%- set role = message['role'] -%}
|
| 25 |
+
{%- endif -%}
|
| 26 |
+
{{ '<start_of_turn>' + role + '
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| 27 |
+
' + (first_user_prefix if loop.first else "") }}
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| 28 |
+
{%- if message['content'] is string -%}
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{{ message['content'] | trim }}
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| 30 |
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{%- elif message['content'] is iterable -%}
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| 31 |
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{%- for item in message['content'] -%}
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| 32 |
+
{%- if item['type'] == 'image' -%}
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| 33 |
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{{ '<start_of_image>' }}
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| 34 |
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{%- elif item['type'] == 'text' -%}
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| 35 |
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{{ item['text'] | trim }}
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{%- endif -%}
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| 37 |
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{%- endfor -%}
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| 38 |
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{%- else -%}
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| 39 |
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{{ raise_exception("Invalid content type") }}
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| 40 |
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{%- endif -%}
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| 41 |
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{{ '<end_of_turn>
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' }}
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| 43 |
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{%- endfor -%}
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| 44 |
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{%- if add_generation_prompt -%}
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| 45 |
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{{ '<start_of_turn>model
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' }}
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{%- endif -%}
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checkpoint-2000/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:acce7d3f8197e6a650a7d4f3b6fac04e93cbf85d09d5d4ce85b574b6a8321200
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size 43427957
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checkpoint-2000/preprocessor_config.json
ADDED
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| 1 |
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{
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| 2 |
+
"crop_size": null,
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| 3 |
+
"data_format": "channels_first",
|
| 4 |
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"default_to_square": false,
|
| 5 |
+
"device": null,
|
| 6 |
+
"disable_grouping": null,
|
| 7 |
+
"dither": 0.0,
|
| 8 |
+
"do_center_crop": null,
|
| 9 |
+
"do_convert_rgb": null,
|
| 10 |
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"do_normalize": false,
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| 11 |
+
"do_rescale": true,
|
| 12 |
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"do_resize": true,
|
| 13 |
+
"feature_size": 128,
|
| 14 |
+
"fft_length": 1024,
|
| 15 |
+
"fft_overdrive": true,
|
| 16 |
+
"frame_length": 512,
|
| 17 |
+
"hop_length": 160,
|
| 18 |
+
"image_mean": [
|
| 19 |
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0.5,
|
| 20 |
+
0.5,
|
| 21 |
+
0.5
|
| 22 |
+
],
|
| 23 |
+
"image_processor_type": "SiglipImageProcessorFast",
|
| 24 |
+
"image_seq_length": 256,
|
| 25 |
+
"image_std": [
|
| 26 |
+
0.5,
|
| 27 |
+
0.5,
|
| 28 |
+
0.5
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| 29 |
+
],
|
| 30 |
+
"input_data_format": null,
|
| 31 |
+
"input_scale_factor": 1.0,
|
| 32 |
+
"max_frequency": 7600.0,
|
| 33 |
+
"mel_floor": 1e-05,
|
| 34 |
+
"min_frequency": 125.0,
|
| 35 |
+
"padding_side": "left",
|
| 36 |
+
"padding_value": 0.0,
|
| 37 |
+
"per_bin_mean": null,
|
| 38 |
+
"per_bin_stddev": null,
|
| 39 |
+
"preemphasis": 0.97,
|
| 40 |
+
"preemphasis_htk_flavor": true,
|
| 41 |
+
"processor_class": "Gemma3nProcessor",
|
| 42 |
+
"resample": 2,
|
| 43 |
+
"rescale_factor": 0.00392156862745098,
|
| 44 |
+
"return_attention_mask": true,
|
| 45 |
+
"return_tensors": null,
|
| 46 |
+
"sampling_rate": 16000,
|
| 47 |
+
"size": {
|
| 48 |
+
"height": 768,
|
| 49 |
+
"width": 768
|
| 50 |
+
}
|
| 51 |
+
}
|
checkpoint-2000/processor_config.json
ADDED
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| 1 |
+
{
|
| 2 |
+
"audio_seq_length": 188,
|
| 3 |
+
"image_seq_length": 256,
|
| 4 |
+
"processor_class": "Gemma3nProcessor"
|
| 5 |
+
}
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checkpoint-2000/rng_state.pth
ADDED
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7c800b778fa7e115e4c34de8529902de8b61c9a1b4bab3eb8295d06dafff030e
|
| 3 |
+
size 14645
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checkpoint-2000/scheduler.pt
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:fce2f621489a643e678942abd979bde4cb07a780b1a5e51e7b65b2e287de6ec0
|
| 3 |
+
size 1465
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checkpoint-2000/special_tokens_map.json
ADDED
|
@@ -0,0 +1,36 @@
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| 1 |
+
{
|
| 2 |
+
"audio_token": "<audio_soft_token>",
|
| 3 |
+
"boa_token": "<start_of_audio>",
|
| 4 |
+
"boi_token": "<start_of_image>",
|
| 5 |
+
"bos_token": {
|
| 6 |
+
"content": "<bos>",
|
| 7 |
+
"lstrip": false,
|
| 8 |
+
"normalized": false,
|
| 9 |
+
"rstrip": false,
|
| 10 |
+
"single_word": false
|
| 11 |
+
},
|
| 12 |
+
"eoa_token": "<end_of_audio>",
|
| 13 |
+
"eoi_token": "<end_of_image>",
|
| 14 |
+
"eos_token": {
|
| 15 |
+
"content": "<end_of_turn>",
|
| 16 |
+
"lstrip": false,
|
| 17 |
+
"normalized": false,
|
| 18 |
+
"rstrip": false,
|
| 19 |
+
"single_word": false
|
| 20 |
+
},
|
| 21 |
+
"image_token": "<image_soft_token>",
|
| 22 |
+
"pad_token": {
|
| 23 |
+
"content": "<pad>",
|
| 24 |
+
"lstrip": false,
|
| 25 |
+
"normalized": false,
|
| 26 |
+
"rstrip": false,
|
| 27 |
+
"single_word": false
|
| 28 |
+
},
|
| 29 |
+
"unk_token": {
|
| 30 |
+
"content": "<unk>",
|
| 31 |
+
"lstrip": false,
|
| 32 |
+
"normalized": false,
|
| 33 |
+
"rstrip": false,
|
| 34 |
+
"single_word": false
|
| 35 |
+
}
|
| 36 |
+
}
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checkpoint-2000/tokenizer.json
ADDED
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:b6c35ee648c07754b44cd9e371c75d4caa05c4504910b7ad29b1847ee9d8ba5d
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| 3 |
+
size 33442553
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checkpoint-2000/tokenizer.model
ADDED
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:ea5f0cc48abfbfc04d14562270a32e02149a3e7035f368cc5a462786f4a59961
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| 3 |
+
size 4696020
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checkpoint-2000/tokenizer_config.json
ADDED
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The diff for this file is too large to render.
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checkpoint-2000/trainer_state.json
ADDED
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The diff for this file is too large to render.
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checkpoint-2000/training_args.bin
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:0983d5a650fa62a4993ff93835c06fab0909ee00daeb6e491abab3bbd9673ddf
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| 3 |
+
size 6353
|