Instructions to use bezzam/tiny-processor-qwen3asr with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use bezzam/tiny-processor-qwen3asr with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("automatic-speech-recognition", model="bezzam/tiny-processor-qwen3asr")# Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("bezzam/tiny-processor-qwen3asr") model = AutoModelForMultimodalLM.from_pretrained("bezzam/tiny-processor-qwen3asr", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| {%- set ns = namespace(system_text='') -%}{%- for m in messages -%}{%- if m.role == 'system' -%}{%- if m.content is string -%}{%- set ns.system_text = ns.system_text + m.content -%}{%- else -%}{%- for c in m.content -%}{%- if c.type == 'text' and (c.text is defined) -%}{%- set ns.system_text = ns.system_text + c.text -%}{%- endif -%}{%- endfor -%}{%- endif -%}{%- endif -%}{%- endfor -%}{%- set ns2 = namespace(audio_tokens='') -%}{%- for m in messages -%}{%- if m.content is not string -%}{%- for c in m.content -%}{%- if c.type == 'audio' or ('audio' in c) or ('audio_url' in c) -%}{%- set ns2.audio_tokens = ns2.audio_tokens + '<|audio_start|><|audio_pad|><|audio_end|>' -%}{%- endif -%}{%- endfor -%}{%- endif -%}{%- endfor -%}{{- '<|im_start|>system | |
| ' + ns.system_text + '<|im_end|> | |
| ' -}}{{- '<|im_start|>user | |
| ' + ns2.audio_tokens + '<|im_end|> | |
| ' -}}{%- for m in messages -%}{%- if m.role == 'assistant' -%}{%- set ns3 = namespace(assistant_text='') -%}{%- if m.content is string -%}{%- set ns3.assistant_text = m.content -%}{%- else -%}{%- for c in m.content -%}{%- if c.type == 'text' and (c.text is defined) -%}{%- set ns3.assistant_text = ns3.assistant_text + c.text -%}{%- endif -%}{%- endfor -%}{%- endif -%}{{- '<|im_start|>assistant | |
| ' -}}{% generation %}{{- ns3.assistant_text + '<|im_end|> | |
| ' -}}{% endgeneration %}{%- endif -%}{%- endfor -%}{%- if add_generation_prompt -%}{{- '<|im_start|>assistant | |
| ' -}}{%- endif -%} |