Instructions to use S4MPL3BI4S/gemma4-e4b-openclaw-agent-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use S4MPL3BI4S/gemma4-e4b-openclaw-agent-lora with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("unsloth/gemma-4-e4b-it-unsloth-bnb-4bit") model = PeftModel.from_pretrained(base_model, "S4MPL3BI4S/gemma4-e4b-openclaw-agent-lora") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Unsloth Studio
How to use S4MPL3BI4S/gemma4-e4b-openclaw-agent-lora 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 S4MPL3BI4S/gemma4-e4b-openclaw-agent-lora 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 S4MPL3BI4S/gemma4-e4b-openclaw-agent-lora to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for S4MPL3BI4S/gemma4-e4b-openclaw-agent-lora to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="S4MPL3BI4S/gemma4-e4b-openclaw-agent-lora", max_seq_length=2048, )
Upload model trained with Unsloth
Browse filesUpload model trained with Unsloth 2x faster
- .gitattributes +1 -0
- chat_template.jinja +70 -0
- processor_config.json +75 -0
- tokenizer.json +3 -0
- tokenizer_config.json +289 -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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chat_template.jinja
ADDED
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@@ -0,0 +1,70 @@
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| 1 |
+
{{ bos_token }}{%- macro strip_thinking(text) -%}
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| 2 |
+
{%- set ns = namespace(result='') -%}
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| 3 |
+
{%- for part in text.split('<channel|>') -%}
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| 4 |
+
{%- if '<|channel>' in part -%}
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| 5 |
+
{%- set ns.result = ns.result + part.split('<|channel>')[0] -%}
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| 6 |
+
{%- else -%}
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| 7 |
+
{%- set ns.result = ns.result + part -%}
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| 8 |
+
{%- endif -%}
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| 9 |
+
{%- endfor -%}
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| 10 |
+
{{- ns.result | trim -}}
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| 11 |
+
{%- endmacro -%}
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| 12 |
+
{%- set thinking = enable_thinking is defined and enable_thinking -%}
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| 13 |
+
{%- set loop_messages = messages -%}
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| 14 |
+
{%- if messages[0]['role'] in ['system', 'developer'] or thinking -%}
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| 15 |
+
{{ '<|turn>system
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| 16 |
+
' }}
|
| 17 |
+
{%- if thinking -%}
|
| 18 |
+
{{ '<|think|>
|
| 19 |
+
' }}
|
| 20 |
+
{%- endif -%}
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| 21 |
+
{%- if messages[0]['role'] in ['system', 'developer'] -%}
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| 22 |
+
{{ messages[0]['content'] | trim }}
|
| 23 |
+
{%- set loop_messages = messages[1:] -%}
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| 24 |
+
{%- endif -%}
|
| 25 |
+
{{ '<turn|>
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| 26 |
+
' }}
|
| 27 |
+
{%- endif -%}
|
| 28 |
+
{%- for message in loop_messages -%}
|
| 29 |
+
{%- if (message['role'] == 'user') != (loop.index0 % 2 == 0) -%}
|
| 30 |
+
{{ raise_exception("Conversation roles must alternate user/assistant/user/assistant/...") }}
|
| 31 |
+
{%- endif -%}
|
| 32 |
+
{%- if (message['role'] == 'assistant') -%}
|
| 33 |
+
{%- set role = "model" -%}
|
| 34 |
+
{%- else -%}
|
| 35 |
+
{%- set role = message['role'] -%}
|
| 36 |
+
{%- endif -%}
|
| 37 |
+
{{ '<|turn>' + role + '
|
| 38 |
+
' }}
|
| 39 |
+
{%- if message['content'] is string -%}
|
| 40 |
+
{%- if role == "model" -%}
|
| 41 |
+
{{ strip_thinking(message['content']) }}
|
| 42 |
+
{%- else -%}
|
| 43 |
+
{{ message['content'] | trim }}
|
| 44 |
+
{%- endif -%}
|
| 45 |
+
{%- elif message['content'] is iterable -%}
|
| 46 |
+
{%- for item in message['content'] -%}
|
| 47 |
+
{%- if item['type'] == 'audio' -%}
|
| 48 |
+
{{ '<|audio|>' }}
|
| 49 |
+
{%- elif item['type'] == 'image' -%}
|
| 50 |
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{{ '<|image|>' }}
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| 51 |
+
{%- elif item['type'] == 'video' -%}
|
| 52 |
+
{{ '<|video|>' }}
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| 53 |
+
{%- elif item['type'] == 'text' -%}
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| 54 |
+
{%- if role == "model" -%}
|
| 55 |
+
{{ strip_thinking(item['text']) }}
|
| 56 |
+
{%- else -%}
|
| 57 |
+
{{ item['text'] | trim }}
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| 58 |
+
{%- endif -%}
|
| 59 |
+
{%- endif -%}
|
| 60 |
+
{%- endfor -%}
|
| 61 |
+
{%- else -%}
|
| 62 |
+
{{ raise_exception("Invalid content type") }}
|
| 63 |
+
{%- endif -%}
|
| 64 |
+
{{ '<turn|>
|
| 65 |
+
' }}
|
| 66 |
+
{%- endfor -%}
|
| 67 |
+
{%- if add_generation_prompt -%}
|
| 68 |
+
{{'<|turn>model
|
| 69 |
+
'}}
|
| 70 |
+
{%- endif -%}
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processor_config.json
ADDED
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@@ -0,0 +1,75 @@
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+
{
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| 2 |
+
"audio_ms_per_token": 40,
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| 3 |
+
"audio_seq_length": 750,
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| 4 |
+
"feature_extractor": {
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| 5 |
+
"dither": 0.0,
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| 6 |
+
"feature_extractor_type": "Gemma4AudioFeatureExtractor",
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| 7 |
+
"feature_size": 128,
|
| 8 |
+
"fft_length": 512,
|
| 9 |
+
"fft_overdrive": false,
|
| 10 |
+
"frame_length": 320,
|
| 11 |
+
"hop_length": 160,
|
| 12 |
+
"input_scale_factor": 1.0,
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| 13 |
+
"max_frequency": 8000.0,
|
| 14 |
+
"mel_floor": 0.001,
|
| 15 |
+
"min_frequency": 0.0,
|
| 16 |
+
"padding_side": "left",
|
| 17 |
+
"padding_value": 0.0,
|
| 18 |
+
"per_bin_mean": null,
|
| 19 |
+
"per_bin_stddev": null,
|
| 20 |
+
"preemphasis": 0.0,
|
| 21 |
+
"preemphasis_htk_flavor": true,
|
| 22 |
+
"return_attention_mask": true,
|
| 23 |
+
"sampling_rate": 16000
|
| 24 |
+
},
|
| 25 |
+
"image_processor": {
|
| 26 |
+
"do_convert_rgb": true,
|
| 27 |
+
"do_normalize": false,
|
| 28 |
+
"do_rescale": true,
|
| 29 |
+
"do_resize": true,
|
| 30 |
+
"image_mean": [
|
| 31 |
+
0.0,
|
| 32 |
+
0.0,
|
| 33 |
+
0.0
|
| 34 |
+
],
|
| 35 |
+
"image_processor_type": "Gemma4ImageProcessor",
|
| 36 |
+
"image_seq_length": 280,
|
| 37 |
+
"image_std": [
|
| 38 |
+
1.0,
|
| 39 |
+
1.0,
|
| 40 |
+
1.0
|
| 41 |
+
],
|
| 42 |
+
"max_soft_tokens": 280,
|
| 43 |
+
"patch_size": 16,
|
| 44 |
+
"pooling_kernel_size": 3,
|
| 45 |
+
"resample": 3,
|
| 46 |
+
"rescale_factor": 0.00392156862745098
|
| 47 |
+
},
|
| 48 |
+
"image_seq_length": 280,
|
| 49 |
+
"processor_class": "Gemma4Processor",
|
| 50 |
+
"video_processor": {
|
| 51 |
+
"do_convert_rgb": true,
|
| 52 |
+
"do_normalize": true,
|
| 53 |
+
"do_rescale": true,
|
| 54 |
+
"do_resize": true,
|
| 55 |
+
"do_sample_frames": true,
|
| 56 |
+
"image_mean": [
|
| 57 |
+
0.0,
|
| 58 |
+
0.0,
|
| 59 |
+
0.0
|
| 60 |
+
],
|
| 61 |
+
"image_std": [
|
| 62 |
+
1.0,
|
| 63 |
+
1.0,
|
| 64 |
+
1.0
|
| 65 |
+
],
|
| 66 |
+
"max_soft_tokens": 70,
|
| 67 |
+
"num_frames": 32,
|
| 68 |
+
"patch_size": 16,
|
| 69 |
+
"pooling_kernel_size": 3,
|
| 70 |
+
"resample": 3,
|
| 71 |
+
"rescale_factor": 0.00392156862745098,
|
| 72 |
+
"return_metadata": false,
|
| 73 |
+
"video_processor_type": "Gemma4VideoProcessor"
|
| 74 |
+
}
|
| 75 |
+
}
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tokenizer.json
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
|
| 2 |
+
oid sha256:cc8d3a0ce36466ccc1278bf987df5f71db1719b9ca6b4118264f45cb627bfe0f
|
| 3 |
+
size 32169626
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tokenizer_config.json
ADDED
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@@ -0,0 +1,289 @@
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| 1 |
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{
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| 2 |
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"audio_token": "<|audio|>",
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| 3 |
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"backend": "tokenizers",
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| 4 |
+
"boa_token": "<|audio>",
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| 5 |
+
"boi_token": "<|image>",
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| 6 |
+
"bos_token": "<bos>",
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| 7 |
+
"eoa_token": "<audio|>",
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| 8 |
+
"eoc_token": "<channel|>",
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| 9 |
+
"eoi_token": "<image|>",
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| 10 |
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"eos_token": "<turn|>",
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| 11 |
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"eot_token": "<turn|>",
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| 12 |
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"escape_token": "<|\"|>",
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| 13 |
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"etc_token": "<tool_call|>",
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| 14 |
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"etd_token": "<tool|>",
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| 15 |
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"etr_token": "<tool_response|>",
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| 16 |
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"extra_special_tokens": [
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| 17 |
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"<|video|>"
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| 18 |
+
],
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| 19 |
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"image_token": "<|image|>",
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| 20 |
+
"is_local": false,
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| 21 |
+
"mask_token": "<mask>",
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| 22 |
+
"model_max_length": 131072,
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| 23 |
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"model_specific_special_tokens": {
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| 24 |
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"audio_token": "<|audio|>",
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| 25 |
+
"boa_token": "<|audio>",
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| 26 |
+
"boi_token": "<|image>",
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| 27 |
+
"eoa_token": "<audio|>",
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| 28 |
+
"eoc_token": "<channel|>",
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| 29 |
+
"eoi_token": "<image|>",
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| 30 |
+
"eot_token": "<turn|>",
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| 31 |
+
"escape_token": "<|\"|>",
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| 32 |
+
"etc_token": "<tool_call|>",
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| 33 |
+
"etd_token": "<tool|>",
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| 34 |
+
"etr_token": "<tool_response|>",
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| 35 |
+
"image_token": "<|image|>",
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| 36 |
+
"soc_token": "<|channel>",
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| 37 |
+
"sot_token": "<|turn>",
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| 38 |
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"stc_token": "<|tool_call>",
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| 39 |
+
"std_token": "<|tool>",
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| 40 |
+
"str_token": "<|tool_response>",
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| 41 |
+
"think_token": "<|think|>"
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| 42 |
+
},
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| 43 |
+
"pad_token": "<pad>",
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| 44 |
+
"padding_side": "right",
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| 45 |
+
"processor_class": "Gemma4Processor",
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| 46 |
+
"response_schema": {
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| 47 |
+
"properties": {
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| 48 |
+
"content": {
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| 49 |
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"type": "string"
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| 50 |
+
},
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| 51 |
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"role": {
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| 52 |
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"const": "assistant"
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| 53 |
+
},
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| 54 |
+
"thinking": {
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| 55 |
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"type": "string"
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| 56 |
+
},
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| 57 |
+
"tool_calls": {
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| 58 |
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"items": {
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| 59 |
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"properties": {
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| 60 |
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"function": {
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| 61 |
+
"properties": {
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| 62 |
+
"arguments": {
|
| 63 |
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"additionalProperties": {},
|
| 64 |
+
"type": "object",
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| 65 |
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"x-parser": "gemma4-tool-call"
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| 66 |
+
},
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| 67 |
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"name": {
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| 68 |
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"type": "string"
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| 69 |
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}
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| 70 |
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},
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| 71 |
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"type": "object",
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| 72 |
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"x-regex": "call\\:(?P<name>\\w+)(?P<arguments>\\{.*\\})"
|
| 73 |
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},
|
| 74 |
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"type": {
|
| 75 |
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"const": "function"
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| 76 |
+
}
|
| 77 |
+
},
|
| 78 |
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"type": "object"
|
| 79 |
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},
|
| 80 |
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"type": "array",
|
| 81 |
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"x-regex-iterator": "<\\|tool_call>(.*?)<tool_call\\|>"
|
| 82 |
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}
|
| 83 |
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},
|
| 84 |
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"type": "object",
|
| 85 |
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"x-regex": "(\\<\\|channel\\>thought\\n(?P<thinking>.*?)\\<channel\\|\\>)?(?P<content>(?:(?!\\<\\|tool_call\\>)(?!\\<turn\\|\\>).)+)?(?P<tool_calls>\\<\\|tool_call\\>.*\\<tool_call\\|\\>)?(?:\\<turn\\|\\>)?"
|
| 86 |
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},
|
| 87 |
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"soc_token": "<|channel>",
|
| 88 |
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"sot_token": "<|turn>",
|
| 89 |
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"stc_token": "<|tool_call>",
|
| 90 |
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"std_token": "<|tool>",
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| 91 |
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"str_token": "<|tool_response>",
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| 92 |
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"think_token": "<|think|>",
|
| 93 |
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"tokenizer_class": "GemmaTokenizer",
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| 94 |
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"unk_token": "<unk>",
|
| 95 |
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"added_tokens_decoder": {
|
| 96 |
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"0": {
|
| 97 |
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"content": "<pad>",
|
| 98 |
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"single_word": false,
|
| 99 |
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"lstrip": false,
|
| 100 |
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"rstrip": false,
|
| 101 |
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"normalized": false,
|
| 102 |
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"special": true
|
| 103 |
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},
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| 104 |
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"1": {
|
| 105 |
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"content": "<eos>",
|
| 106 |
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"single_word": false,
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| 107 |
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"lstrip": false,
|
| 108 |
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"rstrip": false,
|
| 109 |
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"normalized": false,
|
| 110 |
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"special": true
|
| 111 |
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},
|
| 112 |
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"2": {
|
| 113 |
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"content": "<bos>",
|
| 114 |
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"single_word": false,
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| 115 |
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"lstrip": false,
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| 116 |
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"rstrip": false,
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| 117 |
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"normalized": false,
|
| 118 |
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"special": true
|
| 119 |
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},
|
| 120 |
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"3": {
|
| 121 |
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"content": "<unk>",
|
| 122 |
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"single_word": false,
|
| 123 |
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"lstrip": false,
|
| 124 |
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"rstrip": false,
|
| 125 |
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"normalized": false,
|
| 126 |
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"special": true
|
| 127 |
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},
|
| 128 |
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"4": {
|
| 129 |
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"content": "<mask>",
|
| 130 |
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"single_word": false,
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| 131 |
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"lstrip": false,
|
| 132 |
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"rstrip": false,
|
| 133 |
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"normalized": false,
|
| 134 |
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"special": true
|
| 135 |
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},
|
| 136 |
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"46": {
|
| 137 |
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"content": "<|tool>",
|
| 138 |
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"single_word": false,
|
| 139 |
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"lstrip": false,
|
| 140 |
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"rstrip": false,
|
| 141 |
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"normalized": false,
|
| 142 |
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"special": true
|
| 143 |
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},
|
| 144 |
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"47": {
|
| 145 |
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"content": "<tool|>",
|
| 146 |
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"single_word": false,
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| 147 |
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"lstrip": false,
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| 148 |
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"rstrip": false,
|
| 149 |
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"normalized": false,
|
| 150 |
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"special": true
|
| 151 |
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},
|
| 152 |
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"48": {
|
| 153 |
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"content": "<|tool_call>",
|
| 154 |
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"single_word": false,
|
| 155 |
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"lstrip": false,
|
| 156 |
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"rstrip": false,
|
| 157 |
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"normalized": false,
|
| 158 |
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"special": true
|
| 159 |
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},
|
| 160 |
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"49": {
|
| 161 |
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"content": "<tool_call|>",
|
| 162 |
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"single_word": false,
|
| 163 |
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"lstrip": false,
|
| 164 |
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"rstrip": false,
|
| 165 |
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"normalized": false,
|
| 166 |
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"special": true
|
| 167 |
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},
|
| 168 |
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"50": {
|
| 169 |
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"content": "<|tool_response>",
|
| 170 |
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"single_word": false,
|
| 171 |
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"lstrip": false,
|
| 172 |
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"rstrip": false,
|
| 173 |
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"normalized": false,
|
| 174 |
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"special": true
|
| 175 |
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},
|
| 176 |
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"51": {
|
| 177 |
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"content": "<tool_response|>",
|
| 178 |
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"single_word": false,
|
| 179 |
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"lstrip": false,
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| 180 |
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"rstrip": false,
|
| 181 |
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"normalized": false,
|
| 182 |
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"special": true
|
| 183 |
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},
|
| 184 |
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"52": {
|
| 185 |
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"content": "<|\"|>",
|
| 186 |
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"single_word": false,
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| 187 |
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"lstrip": false,
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| 188 |
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"rstrip": false,
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| 189 |
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"normalized": false,
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| 190 |
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"special": true
|
| 191 |
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},
|
| 192 |
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"98": {
|
| 193 |
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"content": "<|think|>",
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| 194 |
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"single_word": false,
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| 195 |
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"lstrip": false,
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| 196 |
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"rstrip": false,
|
| 197 |
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"normalized": false,
|
| 198 |
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"special": true
|
| 199 |
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},
|
| 200 |
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"100": {
|
| 201 |
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"content": "<|channel>",
|
| 202 |
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"single_word": false,
|
| 203 |
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"lstrip": false,
|
| 204 |
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"rstrip": false,
|
| 205 |
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"normalized": false,
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| 206 |
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"special": true
|
| 207 |
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},
|
| 208 |
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"101": {
|
| 209 |
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"content": "<channel|>",
|
| 210 |
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"single_word": false,
|
| 211 |
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"lstrip": false,
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| 212 |
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"rstrip": false,
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| 213 |
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| 214 |
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"special": true
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| 215 |
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},
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| 216 |
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"105": {
|
| 217 |
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"content": "<|turn>",
|
| 218 |
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"single_word": false,
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| 219 |
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| 220 |
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| 223 |
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| 224 |
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| 225 |
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| 226 |
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| 227 |
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| 228 |
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| 229 |
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| 230 |
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"special": true
|
| 231 |
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| 232 |
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|
| 233 |
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| 234 |
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| 238 |
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|
| 239 |
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| 240 |
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|
| 241 |
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"content": "<|audio>",
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| 242 |
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| 243 |
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| 244 |
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| 245 |
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| 246 |
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| 247 |
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| 248 |
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|
| 249 |
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| 252 |
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| 253 |
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| 254 |
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|
| 255 |
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| 256 |
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|
| 257 |
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| 258 |
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| 259 |
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| 260 |
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| 261 |
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| 262 |
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|
| 263 |
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| 265 |
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| 266 |
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| 268 |
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|
| 269 |
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| 270 |
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|
| 271 |
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| 272 |
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|
| 273 |
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| 274 |
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| 277 |
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| 278 |
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| 279 |
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},
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| 280 |
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|
| 281 |
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"content": "<|video|>",
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| 283 |
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| 284 |
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| 285 |
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| 286 |
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| 287 |
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}
|
| 288 |
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}
|
| 289 |
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}
|