Instructions to use DGXAI/gemma-4-e2b-driftcall-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use DGXAI/gemma-4-e2b-driftcall-lora with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("unsloth/gemma-3n-E2B-it") model = PeftModel.from_pretrained(base_model, "DGXAI/gemma-4-e2b-driftcall-lora") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- Unsloth Studio new
How to use DGXAI/gemma-4-e2b-driftcall-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 DGXAI/gemma-4-e2b-driftcall-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 DGXAI/gemma-4-e2b-driftcall-lora to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for DGXAI/gemma-4-e2b-driftcall-lora to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="DGXAI/gemma-4-e2b-driftcall-lora", max_seq_length=2048, )
Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
- README.md +207 -0
- adapter_config.json +44 -0
- adapter_model.safetensors +3 -0
- chat_template.jinja +49 -0
- driftcall_meta.json +8 -0
- metrics.csv +71 -0
- processor_config.json +98 -0
- tokenizer.json +3 -0
- tokenizer_config.json +31 -0
.gitattributes
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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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README.md
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| 1 |
+
---
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| 2 |
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base_model: unsloth/gemma-3n-E2B-it
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| 3 |
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library_name: peft
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| 4 |
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pipeline_tag: text-generation
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tags:
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- base_model:adapter:unsloth/gemma-3n-E2B-it
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- lora
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- unsloth
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---
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# Model Card for Model ID
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<!-- Provide a quick summary of what the model is/does. -->
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## Model Details
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### Model Description
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<!-- Provide a longer summary of what this model is. -->
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- **Developed by:** [More Information Needed]
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- **Funded by [optional]:** [More Information Needed]
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- **Shared by [optional]:** [More Information Needed]
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- **Model type:** [More Information Needed]
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- **Language(s) (NLP):** [More Information Needed]
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- **License:** [More Information Needed]
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- **Finetuned from model [optional]:** [More Information Needed]
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### Model Sources [optional]
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<!-- Provide the basic links for the model. -->
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- **Repository:** [More Information Needed]
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- **Paper [optional]:** [More Information Needed]
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- **Demo [optional]:** [More Information Needed]
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## Uses
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<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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### Direct Use
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<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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[More Information Needed]
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### Downstream Use [optional]
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<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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[More Information Needed]
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### Out-of-Scope Use
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<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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[More Information Needed]
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## Bias, Risks, and Limitations
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<!-- This section is meant to convey both technical and sociotechnical limitations. -->
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[More Information Needed]
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### Recommendations
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<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
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## How to Get Started with the Model
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Use the code below to get started with the model.
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[More Information Needed]
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## Training Details
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### Training Data
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<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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[More Information Needed]
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### Training Procedure
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<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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#### Preprocessing [optional]
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[More Information Needed]
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#### Training Hyperparameters
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- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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#### Speeds, Sizes, Times [optional]
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<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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[More Information Needed]
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## Evaluation
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<!-- This section describes the evaluation protocols and provides the results. -->
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### Testing Data, Factors & Metrics
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#### Testing Data
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<!-- This should link to a Dataset Card if possible. -->
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[More Information Needed]
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#### Factors
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<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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[More Information Needed]
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#### Metrics
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<!-- These are the evaluation metrics being used, ideally with a description of why. -->
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[More Information Needed]
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### Results
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[More Information Needed]
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#### Summary
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## Model Examination [optional]
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<!-- Relevant interpretability work for the model goes here -->
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[More Information Needed]
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## Environmental Impact
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<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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- **Hardware Type:** [More Information Needed]
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- **Hours used:** [More Information Needed]
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- **Cloud Provider:** [More Information Needed]
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- **Compute Region:** [More Information Needed]
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- **Carbon Emitted:** [More Information Needed]
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## Technical Specifications [optional]
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### Model Architecture and Objective
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[More Information Needed]
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### Compute Infrastructure
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[More Information Needed]
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#### Hardware
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[More Information Needed]
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#### Software
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[More Information Needed]
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## Citation [optional]
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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**BibTeX:**
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[More Information Needed]
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**APA:**
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[More Information Needed]
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## Glossary [optional]
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<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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[More Information Needed]
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## More Information [optional]
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[More Information Needed]
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## Model Card Authors [optional]
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[More Information Needed]
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## Model Card Contact
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[More Information Needed]
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### Framework versions
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- PEFT 0.19.1
|
adapter_config.json
ADDED
|
@@ -0,0 +1,44 @@
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| 1 |
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{
|
| 2 |
+
"alora_invocation_tokens": null,
|
| 3 |
+
"alpha_pattern": {},
|
| 4 |
+
"arrow_config": null,
|
| 5 |
+
"auto_mapping": {
|
| 6 |
+
"base_model_class": "Gemma3nForConditionalGeneration",
|
| 7 |
+
"parent_library": "transformers.models.gemma3n.modeling_gemma3n",
|
| 8 |
+
"unsloth_fixed": true
|
| 9 |
+
},
|
| 10 |
+
"base_model_name_or_path": "unsloth/gemma-3n-E2B-it",
|
| 11 |
+
"bias": "none",
|
| 12 |
+
"corda_config": null,
|
| 13 |
+
"ensure_weight_tying": false,
|
| 14 |
+
"eva_config": null,
|
| 15 |
+
"exclude_modules": null,
|
| 16 |
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"fan_in_fan_out": false,
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| 17 |
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"inference_mode": true,
|
| 18 |
+
"init_lora_weights": true,
|
| 19 |
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"layer_replication": null,
|
| 20 |
+
"layers_pattern": null,
|
| 21 |
+
"layers_to_transform": null,
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| 22 |
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"loftq_config": {},
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| 23 |
+
"lora_alpha": 32,
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| 24 |
+
"lora_bias": false,
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| 25 |
+
"lora_dropout": 0.05,
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| 26 |
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"lora_ga_config": null,
|
| 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 |
+
"modules_to_save": null,
|
| 30 |
+
"peft_type": "LORA",
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| 31 |
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"peft_version": "0.19.1",
|
| 32 |
+
"qalora_group_size": 16,
|
| 33 |
+
"r": 16,
|
| 34 |
+
"rank_pattern": {},
|
| 35 |
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"revision": null,
|
| 36 |
+
"target_modules": "(?:.*?(?:language|text).*?(?:self_attn|attention|attn|mlp|feed_forward|ffn|dense).*?(?:q_proj|k_proj|v_proj|o_proj|gate_proj|up_proj|down_proj|correction_coefs|prediction_coefs|modality_router|linear_left|linear_right|per_layer_input_gate|per_layer_projection|0|1|2|ffw_layer_1|ffw_layer_2|pos_proj|post|linear_start|linear_end|embedding_projection).*?)|(?:\\bmodel\\.layers\\.[\\d]{1,}\\.(?:self_attn|attention|attn|mlp|feed_forward|ffn|dense)\\.(?:(?:q_proj|k_proj|v_proj|o_proj|gate_proj|up_proj|down_proj|correction_coefs|prediction_coefs|modality_router|linear_left|linear_right|per_layer_input_gate|per_layer_projection|0|1|2|ffw_layer_1|ffw_layer_2|pos_proj|post|linear_start|linear_end|embedding_projection)))",
|
| 37 |
+
"target_parameters": null,
|
| 38 |
+
"task_type": "CAUSAL_LM",
|
| 39 |
+
"trainable_token_indices": null,
|
| 40 |
+
"use_bdlora": null,
|
| 41 |
+
"use_dora": false,
|
| 42 |
+
"use_qalora": false,
|
| 43 |
+
"use_rslora": false
|
| 44 |
+
}
|
adapter_model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:175138fcc774b7edeb22a1707007e7b3a74dc7afcd77d638c31316ed46ce44a1
|
| 3 |
+
size 84610656
|
chat_template.jinja
ADDED
|
@@ -0,0 +1,49 @@
|
|
|
|
|
|
|
|
|
|
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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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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{{ bos_token }}
|
| 2 |
+
{%- if messages[0]['role'] == 'system' -%}
|
| 3 |
+
{%- if messages[0]['content'] is string -%}
|
| 4 |
+
{%- set first_user_prefix = messages[0]['content'] + '
|
| 5 |
+
|
| 6 |
+
' -%}
|
| 7 |
+
{%- else -%}
|
| 8 |
+
{%- set first_user_prefix = messages[0]['content'][0]['text'] + '
|
| 9 |
+
|
| 10 |
+
' -%}
|
| 11 |
+
{%- endif -%}
|
| 12 |
+
{%- set loop_messages = messages[1:] -%}
|
| 13 |
+
{%- else -%}
|
| 14 |
+
{%- set first_user_prefix = "" -%}
|
| 15 |
+
{%- set loop_messages = messages -%}
|
| 16 |
+
{%- endif -%}
|
| 17 |
+
{%- for message in loop_messages -%}
|
| 18 |
+
{%- if (message['role'] == 'user') != (loop.index0 % 2 == 0) -%}
|
| 19 |
+
{{ raise_exception("Conversation roles must alternate user/assistant/user/assistant/...") }}
|
| 20 |
+
{%- endif -%}
|
| 21 |
+
{%- if (message['role'] == 'assistant') -%}
|
| 22 |
+
{%- set role = "model" -%}
|
| 23 |
+
{%- else -%}
|
| 24 |
+
{%- set role = message['role'] -%}
|
| 25 |
+
{%- endif -%}
|
| 26 |
+
{{ '<start_of_turn>' + role + '
|
| 27 |
+
' + (first_user_prefix if loop.first else "") }}
|
| 28 |
+
{%- if message['content'] is string -%}
|
| 29 |
+
{{ message['content'] | trim }}
|
| 30 |
+
{%- elif message['content'] is iterable -%}
|
| 31 |
+
{%- for item in message['content'] -%}
|
| 32 |
+
{%- if item['type'] == 'audio' -%}
|
| 33 |
+
{{ '<audio_soft_token>' }}
|
| 34 |
+
{%- elif item['type'] == 'image' -%}
|
| 35 |
+
{{ '<image_soft_token>' }}
|
| 36 |
+
{%- elif item['type'] == 'text' -%}
|
| 37 |
+
{{ item['text'] | trim }}
|
| 38 |
+
{%- endif -%}
|
| 39 |
+
{%- endfor -%}
|
| 40 |
+
{%- else -%}
|
| 41 |
+
{{ raise_exception("Invalid content type") }}
|
| 42 |
+
{%- endif -%}
|
| 43 |
+
{{ '<end_of_turn>
|
| 44 |
+
' }}
|
| 45 |
+
{%- endfor -%}
|
| 46 |
+
{%- if add_generation_prompt -%}
|
| 47 |
+
{{'<start_of_turn>model
|
| 48 |
+
'}}
|
| 49 |
+
{%- endif -%}
|
driftcall_meta.json
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"base_model_id": "unsloth/gemma-3n-E2B-it",
|
| 3 |
+
"num_steps": 70,
|
| 4 |
+
"stage": 3,
|
| 5 |
+
"step": 70,
|
| 6 |
+
"timestamp": "2026-04-26T06:33:13Z",
|
| 7 |
+
"torch_version": "2.10.0+cu128"
|
| 8 |
+
}
|
metrics.csv
ADDED
|
@@ -0,0 +1,71 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
step,train/reward_mean,train/reward_std,train/policy_kl,train/gen_length_mean,train/grad_norm,train/loss,train/learning_rate,train/beta_adaptive,train/clipped_ratio_frac,train/advantage_mean,train/advantage_std,train/turns_mean,train/r1_mean,train/r2_mean,train/r3_mean,train/r4_mean,train/r5_mean,train/episode_seconds,train/wall_seconds
|
| 2 |
+
0,0.23750001192092896,0.03750000149011612,6.653014421463013,512.0,0.018163112923502922,0.26613970994949343,4.997482666353287e-06,1.0,0.0,-1.7881393432617188e-07,0.9999997019767761,1.0,0.0,0.5,0.25,1.0,0.0,74.80604290962219,74.80604934692383
|
| 3 |
+
1,0.25,0.05000000447034836,12.485302925109863,512.0,4619.2939453125,12.8830898986198,4.989935734988098e-06,1.0,1.0,1.4901161193847656e-07,0.9999997615814209,1.0,0.0,0.5,0.3333333333333333,1.0,0.0,68.50065994262695,150.18300366401672
|
| 4 |
+
2,0.22499999403953552,0.02499999850988388,8.762360572814941,512.0,1246.8631591796875,9.100992642343044,4.977374404419838e-06,1.0,1.0,2.980232238769531e-07,0.9999996423721313,1.0,0.0,0.5,0.16666666666666666,1.0,0.0,69.8765799999237,220.0717589855194
|
| 5 |
+
3,0.22499999403953552,0.02499999850988388,6.899797439575195,512.0,48.56766891479492,6.9075967669487,4.959823971496575e-06,1.0,0.2158203125,2.980232238769531e-07,0.9999996423721313,1.0,0.0,0.5,0.16666666666666666,1.0,0.0,71.13981032371521,291.248247385025
|
| 6 |
+
4,0.23750001192092896,0.03750000149011612,6.589184522628784,512.0,37.53068923950195,6.595208287239075,4.937319780454559e-06,1.0,0.2021484375,-1.7881393432617188e-07,0.9999997019767761,1.0,0.0,0.5,0.25,1.0,0.0,71.23939824104309,362.50222659111023
|
| 7 |
+
5,0.25,0.05000000447034836,6.585293292999268,512.0,31.784725189208984,6.589884877204895,4.909907151739634e-06,1.0,0.0859375,1.4901161193847656e-07,0.9999997615814209,1.0,0.0,0.5,0.3333333333333333,1.0,0.0,72.23862338066101,434.75262475013733
|
| 8 |
+
6,0.20000000298023224,0.0,6.475884675979614,512.0,4.087952136993408,6.475884675979614,4.8776412907378845e-06,1.0,0.005859375,0.0,0.0,1.0,0.0,0.5,0.0,1.0,0.0,71.53465509414673,506.30291867256165
|
| 9 |
+
7,0.22499999403953552,0.02499999850988388,6.413182258605957,512.0,6.724806308746338,6.413636475801468,4.8405871765993435e-06,1.0,0.0029296875,2.980232238769531e-07,0.9999996423721313,1.0,0.0,0.5,0.16666666666666666,1.0,0.0,71.68083310127258,578.047988653183
|
| 10 |
+
8,0.2750000059604645,0.0,6.420485973358154,512.0,2.4417572021484375,6.420485973358154,4.7988194313786275e-06,1.0,0.0009765625,0.0,0.0,1.0,0.0,0.5,0.5,1.0,0.0,70.74446320533752,648.8044729232788
|
| 11 |
+
9,0.20000000298023224,0.0,6.486863851547241,512.0,0.664190948009491,6.486863851547241,4.752422169756048e-06,1.0,0.001953125,0.0,0.0,1.0,0.0,0.5,0.0,1.0,0.0,71.19903922080994,720.0359797477722
|
| 12 |
+
10,0.26249998807907104,0.012500002980232239,6.711604118347168,512.0,1.039759635925293,6.7115567326545715,4.701488829641845e-06,1.0,0.0,1.1920928955078125e-06,0.9999991655349731,1.0,0.0,0.5,0.41666666666666663,1.0,0.0,70.9672462940216,791.0280346870422
|
| 13 |
+
11,0.2875000238418579,0.012500002980232239,6.536609411239624,512.0,1.9150428771972656,6.536542177200317,4.646121984004666e-06,1.0,0.001953125,-1.1920928955078125e-06,0.9999991655349731,1.0,0.0,0.5,0.5833333333333333,1.0,0.0,70.8780345916748,862.1679155826569
|
| 14 |
+
12,0.2750000059604645,0.0,6.548018455505371,512.0,0.16634467244148254,6.548018455505371,4.586433134303257e-06,1.0,0.0,0.0,0.0,1.0,0.0,0.5,0.5,1.0,0.0,70.91331028938293,933.0946822166443
|
| 15 |
+
13,0.25,0.05000000447034836,6.5434770584106445,512.0,1.1411259174346924,6.543636500835419,4.522542485937369e-06,1.0,0.0,1.4901161193847656e-07,0.9999997615814209,1.0,0.0,0.5,0.3333333333333333,1.0,0.0,70.3309063911438,1003.4358978271484
|
| 16 |
+
14,0.22499999403953552,0.02499999850988388,6.8197808265686035,512.0,0.1353868991136551,6.819842755794525,4.454578706170075e-06,1.0,0.0,2.980232238769531e-07,0.9999996423721313,1.0,0.0,0.5,0.16666666666666666,1.0,0.0,68.48409962654114,1071.9293241500854
|
| 17 |
+
15,0.26249998807907104,0.012500002980232239,6.895052909851074,512.0,0.9044080376625061,6.8951151967048645,4.382678665009028e-06,1.0,0.0029296875,1.1920928955078125e-06,0.9999991655349731,1.0,0.0,0.5,0.41666666666666663,1.0,0.0,67.9190776348114,1139.8634886741638
|
| 18 |
+
16,0.25,0.05000000447034836,6.418554306030273,512.0,10.747127532958984,6.418869197368622,4.3069871595684795e-06,1.0,0.0087890625,1.4901161193847656e-07,0.9999997615814209,1.0,0.0,0.5,0.3333333333333333,1.0,0.0,67.56499814987183,1207.4488742351532
|
| 19 |
+
17,0.20000000298023224,0.0,6.505070924758911,512.0,0.7914896011352539,6.505070924758911,4.227656622467162e-06,1.0,0.0009765625,0.0,0.0,1.0,0.0,0.5,0.0,1.0,0.0,67.38874745368958,1274.8516142368317
|
| 20 |
+
18,0.20000000298023224,0.0,6.743875026702881,512.0,5.15095853805542,6.743875026702881,4.144846814849282e-06,1.0,0.0,0.0,0.0,1.0,0.0,0.5,0.0,1.0,0.0,67.68754363059998,1342.5880963802338
|
| 21 |
+
19,0.22499999403953552,0.02499999850988388,6.28533935546875,512.0,3.6141180992126465,6.285608857870102,4.058724504646834e-06,1.0,0.0,2.980232238769531e-07,0.9999996423721313,1.0,0.0,0.5,0.16666666666666666,1.0,0.0,67.42636680603027,1410.031690120697
|
| 22 |
+
20,0.2875000238418579,0.012500002980232239,6.567498207092285,512.0,0.5878214240074158,6.567563682794571,3.969463130731183e-06,1.0,0.0,-1.1920928955078125e-06,0.9999991655349731,1.0,0.0,0.5,0.5833333333333333,1.0,0.0,67.85896563529968,1477.923950433731
|
| 23 |
+
21,0.23750001192092896,0.03750000149011612,6.713055372238159,512.0,2.0649421215057373,6.713186055421829,3.8772424536302565e-06,1.0,0.0,-1.7881393432617188e-07,0.9999997019767761,1.0,0.0,0.5,0.25,1.0,0.0,67.80476975440979,1545.7609391212463
|
| 24 |
+
22,0.2750000059604645,0.025000005960464478,6.293972015380859,512.0,0.20943091809749603,6.293927609920502,3.782248193514766e-06,1.0,0.0,0.0,0.9999996423721313,1.0,0.0,0.5,0.5,1.0,0.0,68.17192316055298,1614.1473453044891
|
| 25 |
+
23,0.22499999403953552,0.02499999850988388,6.5307416915893555,512.0,0.06552104651927948,6.5307411551475525,3.684671656182497e-06,1.0,0.0,2.980232238769531e-07,0.9999996423721313,1.0,0.0,0.5,0.16666666666666666,1.0,0.0,68.1181972026825,1682.2901711463928
|
| 26 |
+
24,0.22499999403953552,0.02499999850988388,6.623315095901489,512.0,0.22827006876468658,6.623475939035416,3.5847093477938955e-06,1.0,0.0009765625,2.980232238769531e-07,0.9999996423721313,1.0,0.0,0.5,0.16666666666666666,1.0,0.0,67.40779685974121,1749.7287549972534
|
| 27 |
+
25,0.20000000298023224,0.0,6.430211305618286,512.0,0.25940921902656555,6.430211305618286,3.4825625791348093e-06,1.0,0.0,0.0,0.0,1.0,0.0,0.5,0.0,1.0,0.0,67.48609328269958,1817.2659714221954
|
| 28 |
+
26,0.2750000059604645,0.025000005960464478,6.523992538452148,512.0,1.25248122215271,6.524106830358505,3.3784370602033572e-06,1.0,0.001953125,0.0,0.9999996423721313,1.0,0.0,0.5,0.5,1.0,0.0,68.56208443641663,1886.095192193985
|
| 29 |
+
27,0.25,0.05000000447034836,6.582975625991821,512.0,0.46089062094688416,6.5830914080142975,3.272542485937369e-06,1.0,0.0,1.4901161193847656e-07,0.9999997615814209,1.0,0.0,0.5,0.3333333333333333,1.0,0.0,68.40218544006348,1954.5390722751617
|
| 30 |
+
28,0.25,0.05000000447034836,6.466953277587891,512.0,0.2991197109222412,6.466963291168213,3.165092113916688e-06,1.0,0.0,1.4901161193847656e-07,0.9999997615814209,1.0,0.0,0.5,0.3333333333333333,1.0,0.0,67.63907074928284,2022.2083735466003
|
| 31 |
+
29,0.2750000059604645,0.025000005960464478,6.640866756439209,512.0,0.15818898379802704,6.640939027070999,3.056302334890786e-06,1.0,0.0,0.0,0.9999996423721313,1.0,0.0,0.5,0.5,1.0,0.0,68.31145071983337,2090.5504035949707
|
| 32 |
+
30,0.22499999403953552,0.02499999850988388,6.804069757461548,512.0,0.08326434344053268,6.803984582424164,2.946392236996592e-06,1.0,0.0,2.980232238769531e-07,0.9999996423721313,1.0,0.0,0.5,0.16666666666666666,1.0,0.0,67.89763021469116,2158.4568123817444
|
| 33 |
+
31,0.23750001192092896,0.03750000149011612,6.7474236488342285,512.0,0.04884504899382591,6.747422158718109,2.835583164544139e-06,1.0,0.0,-1.7881393432617188e-07,0.9999997019767761,1.0,0.0,0.5,0.25,1.0,0.0,68.01096510887146,2226.490327835083
|
| 34 |
+
32,0.2875000238418579,0.012500002980232239,6.557185411453247,512.0,0.14712969958782196,6.557137817144394,2.724098272258584e-06,1.0,0.0,-1.1920928955078125e-06,0.9999991655349731,1.0,0.0,0.5,0.5833333333333333,1.0,0.0,68.27161622047424,2294.8085923194885
|
| 35 |
+
33,0.2875000238418579,0.012500002980232239,6.623533487319946,512.0,0.27328166365623474,6.623465955257416,2.6121620758762877e-06,1.0,0.0,-1.1920928955078125e-06,0.9999991655349731,1.0,0.0,0.5,0.5833333333333333,1.0,0.0,68.24250388145447,2363.0834341049194
|
| 36 |
+
34,0.23750001192092896,0.03750000149011612,6.400196313858032,512.0,0.12724222242832184,6.400171935558319,2.5e-06,1.0,0.0,-1.7881393432617188e-07,0.9999997019767761,1.0,0.0,0.5,0.25,1.0,0.0,67.87056040763855,2431.0165536403656
|
| 37 |
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| 66 |
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| 67 |
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| 68 |
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| 69 |
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| 70 |
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| 71 |
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69,0.2875000238418579,0.012500002980232239,6.368884086608887,512.0,0.015068421140313148,6.368874192237854,0.0,1.0,0.0,-1.1920928955078125e-06,0.9999991655349731,1.0,0.0,0.5,0.5833333333333333,1.0,0.0,68.82629942893982,4817.991739988327
|
processor_config.json
ADDED
|
@@ -0,0 +1,98 @@
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|
| 1 |
+
{
|
| 2 |
+
"audio_seq_length": 188,
|
| 3 |
+
"feature_extractor": {
|
| 4 |
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"crop_size": null,
|
| 5 |
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"data_format": "channels_first",
|
| 6 |
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"default_to_square": false,
|
| 7 |
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"device": null,
|
| 8 |
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|
| 9 |
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"dither": 0.0,
|
| 10 |
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|
| 11 |
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|
| 12 |
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"do_normalize": false,
|
| 13 |
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"do_rescale": true,
|
| 14 |
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"do_resize": true,
|
| 15 |
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"feature_extractor_type": "Gemma3nAudioFeatureExtractor",
|
| 16 |
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"feature_size": 128,
|
| 17 |
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"fft_length": 1024,
|
| 18 |
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"fft_overdrive": true,
|
| 19 |
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"frame_length": 512,
|
| 20 |
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"hop_length": 160,
|
| 21 |
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"image_mean": [
|
| 22 |
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0.5,
|
| 23 |
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0.5,
|
| 24 |
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0.5
|
| 25 |
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],
|
| 26 |
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"image_processor_type": "SiglipImageProcessorFast",
|
| 27 |
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"image_seq_length": 256,
|
| 28 |
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"image_std": [
|
| 29 |
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0.5,
|
| 30 |
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0.5,
|
| 31 |
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0.5
|
| 32 |
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],
|
| 33 |
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"input_data_format": null,
|
| 34 |
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"input_scale_factor": 1.0,
|
| 35 |
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"max_frequency": 7600.0,
|
| 36 |
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"mel_floor": 1e-05,
|
| 37 |
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"min_frequency": 125.0,
|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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"size": {
|
| 50 |
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"height": 768,
|
| 51 |
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"width": 768
|
| 52 |
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}
|
| 53 |
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},
|
| 54 |
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"image_processor": {
|
| 55 |
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"data_format": "channels_first",
|
| 56 |
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"default_to_square": false,
|
| 57 |
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|
| 58 |
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|
| 59 |
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|
| 60 |
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"do_rescale": true,
|
| 61 |
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"do_resize": true,
|
| 62 |
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"feature_size": 128,
|
| 63 |
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"fft_length": 1024,
|
| 64 |
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"fft_overdrive": true,
|
| 65 |
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"frame_length": 512,
|
| 66 |
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"hop_length": 160,
|
| 67 |
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"image_mean": [
|
| 68 |
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0.5,
|
| 69 |
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0.5,
|
| 70 |
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0.5
|
| 71 |
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],
|
| 72 |
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"image_processor_type": "SiglipImageProcessor",
|
| 73 |
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"image_seq_length": 256,
|
| 74 |
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"image_std": [
|
| 75 |
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0.5,
|
| 76 |
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0.5,
|
| 77 |
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0.5
|
| 78 |
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],
|
| 79 |
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"input_scale_factor": 1.0,
|
| 80 |
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"max_frequency": 7600.0,
|
| 81 |
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"mel_floor": 1e-05,
|
| 82 |
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"min_frequency": 125.0,
|
| 83 |
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"padding_side": "left",
|
| 84 |
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"padding_value": 0.0,
|
| 85 |
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"preemphasis": 0.97,
|
| 86 |
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"preemphasis_htk_flavor": true,
|
| 87 |
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"resample": 2,
|
| 88 |
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"rescale_factor": 0.00392156862745098,
|
| 89 |
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"return_attention_mask": true,
|
| 90 |
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"sampling_rate": 16000,
|
| 91 |
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"size": {
|
| 92 |
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"height": 768,
|
| 93 |
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"width": 768
|
| 94 |
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}
|
| 95 |
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},
|
| 96 |
+
"image_seq_length": 256,
|
| 97 |
+
"processor_class": "Gemma3nProcessor"
|
| 98 |
+
}
|
tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6aa40b46d55d1fa5f1c0b218de3a695942c620858ba34aa94e2aa705efc6f071
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size 33442552
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tokenizer_config.json
ADDED
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| 1 |
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{
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| 2 |
+
"audio_token": "<audio_soft_token>",
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| 3 |
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"backend": "tokenizers",
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| 4 |
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"boa_token": "<start_of_audio>",
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| 5 |
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"boi_token": "<start_of_image>",
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| 6 |
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"bos_token": "<bos>",
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| 7 |
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"clean_up_tokenization_spaces": false,
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| 8 |
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"eoa_token": "<end_of_audio>",
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| 9 |
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"eoi_token": "<end_of_image>",
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| 10 |
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"eos_token": "<end_of_turn>",
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| 11 |
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"image_token": "<image_soft_token>",
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| 12 |
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"is_local": false,
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| 13 |
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"mask_token": "<mask>",
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| 14 |
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"model_max_length": 32768,
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| 15 |
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"model_specific_special_tokens": {
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| 16 |
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"audio_token": "<audio_soft_token>",
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| 17 |
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"boa_token": "<start_of_audio>",
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| 18 |
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"boi_token": "<start_of_image>",
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| 19 |
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"eoa_token": "<end_of_audio>",
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| 20 |
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"eoi_token": "<end_of_image>",
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| 21 |
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"image_token": "<image_soft_token>"
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| 22 |
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},
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| 23 |
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"pad_token": "<pad>",
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| 24 |
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"padding_side": "left",
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| 25 |
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"processor_class": "Gemma3nProcessor",
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| 26 |
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"sp_model_kwargs": null,
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| 27 |
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"spaces_between_special_tokens": false,
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| 28 |
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"tokenizer_class": "GemmaTokenizer",
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| 29 |
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"unk_token": "<unk>",
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| 30 |
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"use_default_system_prompt": false
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| 31 |
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}
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