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README.md

@@ -0,0 +1,612 @@
+---
+language:
+- en
+- fr
+- de
+- es
+- it
+- pt
+- nl
+- hi
+license: apache-2.0
+library_name: vllm
+inference: false
+base_model:
+- mistralai/Mistral-Small-24B-Base-2501
+extra_gated_description: >-
+  If you want to learn more about how we process your personal data, please read
+  our <a href="https://mistral.ai/terms/">Privacy Policy</a>.
+pipeline_tag: audio-text-to-text
+---
+
+# Voxtral Small 1.0 (24B) - 2507
+
+Voxtral Small is an enhancement of [Mistral Small 3](https://huggingface.co/mistralai/Mistral-Small-24B-Base-2501), incorporating state-of-the-art audio input capabilities while retaining best-in-class text performance. It excels at speech transcription, translation and audio understanding.
+
+Learn more about Voxtral in our blog post [here](https://mistral.ai/news/voxtral).
+
+## Key Features
+
+Voxtral builds upon Mistral Small 3 with powerful audio understanding capabilities.
+- **Dedicated transcription mode**: Voxtral can operate in a pure speech transcription mode to maximize performance. By default, Voxtral automatically predicts the source audio language and transcribes the text accordingly
+- **Long-form context**: With a 32k token context length, Voxtral handles audios up to 30 minutes for transcription, or 40 minutes for understanding
+- **Built-in Q&A and summarization**: Supports asking questions directly through audio. Analyze audio and generate structured summaries without the need for separate ASR and language models
+- **Natively multilingual**: Automatic language detection and state-of-the-art performance in the world’s most widely used languages (English, Spanish, French, Portuguese, Hindi, German, Dutch, Italian)
+- **Function-calling straight from voice**: Enables direct triggering of backend functions, workflows, or API calls based on spoken user intents
+- **Highly capable at text**: Retains the text understanding capabilities of its language model backbone, Mistral Small 3.1
+
+## Benchmark Results
+
+### Audio
+
+Average word error rate (WER) over the FLEURS, Mozilla Common Voice and Multilingual LibriSpeech benchmarks:
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/64161701107962562e9b1006/puASxtajF1lDeGYPrRK5y.png)
+
+
+### Text 
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/5dfcb1aada6d0311fd3d5448/uDg3hKDwJowsNuj-yyt2T.png)
+
+## Usage
+
+The model can be used with the following frameworks;
+- [`vllm (recommended)`](https://github.com/vllm-project/vllm): See [here](#vllm-recommended)
+- [`Transformers` 🤗](https://github.com/huggingface/transformers): See [here](#transformers-🤗)
+
+**Notes**:
+
+- `temperature=0.2` and `top_p=0.95` for chat completion (*e.g. Audio Understanding*) and `temperature=0.0` for transcription
+- Multiple audios per message and multiple user turns with audio are supported
+- Function calling is supported
+- System prompts are not yet supported
+
+
+### vLLM (recommended)
+
+We recommend using this model with [vLLM](https://github.com/vllm-project/vllm).
+
+#### Installation
+
+Make sure to install vllm from "main", we recommend using uv
+
+```
+uv pip install -U "vllm[audio]" --torch-backend=auto --extra-index-url https://wheels.vllm.ai/nightly
+```
+
+Doing so should automatically install [`mistral_common >= 1.8.1`](https://github.com/mistralai/mistral-common/releases/tag/v1.8.1).
+
+To check:
+```
+python -c "import mistral_common; print(mistral_common.__version__)"
+```
+
+#### Offline
+
+You can test that your vLLM setup works as expected by cloning the vLLM repo:
+
+```sh
+git clone https://github.com/vllm-project/vllm && cd vllm
+```
+
+and then running:
+
+```sh
+python examples/offline_inference/audio_language.py --num-audios 2 --model-type voxtral
+```
+
+#### Serve
+
+We recommend that you use Voxtral-Small-24B-2507 in a server/client setting. 
+
+1. Spin up a server:
+
+```
+vllm serve mistralai/Voxtral-Small-24B-2507 --tokenizer_mode mistral --config_format mistral --load_format mistral --tensor-parallel-size 2 --tool-call-parser mistral --enable-auto-tool-choice
+```
+
+**Note:** Running Voxtral-Small-24B-2507 on GPU requires ~55 GB of GPU RAM in bf16 or fp16. 
+
+
+2. To ping the client you can use a simple Python snippet. See the following examples.
+
+
+### Audio Instruct
+
+Leverage the audio capabilities of Voxtral-Small-24B-2507 to chat.
+
+Make sure that your client has `mistral-common` with audio installed:
+
+```sh
+pip install --upgrade mistral_common\[audio\]
+```
+
+<details>
+  <summary>Python snippet</summary>
+
+```py
+from mistral_common.protocol.instruct.messages import TextChunk, AudioChunk, UserMessage, AssistantMessage, RawAudio
+from mistral_common.audio import Audio
+from huggingface_hub import hf_hub_download
+
+from openai import OpenAI
+
+# Modify OpenAI's API key and API base to use vLLM's API server.
+openai_api_key = "EMPTY"
+openai_api_base = "http://<your-server-host>:8000/v1"
+
+client = OpenAI(
+    api_key=openai_api_key,
+    base_url=openai_api_base,
+)
+
+models = client.models.list()
+model = models.data[0].id
+
+obama_file = hf_hub_download("patrickvonplaten/audio_samples", "obama.mp3", repo_type="dataset")
+bcn_file = hf_hub_download("patrickvonplaten/audio_samples", "bcn_weather.mp3", repo_type="dataset")
+
+def file_to_chunk(file: str) -> AudioChunk:
+    audio = Audio.from_file(file, strict=False)
+    return AudioChunk.from_audio(audio)
+
+text_chunk = TextChunk(text="Which speaker is more inspiring? Why? How are they different from each other? Answer in French.")
+user_msg = UserMessage(content=[file_to_chunk(obama_file), file_to_chunk(bcn_file), text_chunk]).to_openai()
+
+print(30 * "=" + "USER 1" + 30 * "=")
+print(text_chunk.text)
+print("\n\n")
+
+response = client.chat.completions.create(
+    model=model,
+    messages=[user_msg],
+    temperature=0.2,
+    top_p=0.95,
+)
+content = response.choices[0].message.content
+
+print(30 * "=" + "BOT 1" + 30 * "=")
+print(content)
+print("\n\n")
+# The model could give the following answer:
+# ```L'orateur le plus inspirant est le président.
+# Il est plus inspirant parce qu'il parle de ses expériences personnelles
+# et de son optimisme pour l'avenir du pays.
+# Il est différent de l'autre orateur car il ne parle pas de la météo,
+# mais plutôt de ses interactions avec les gens et de son rôle en tant que président.```
+
+messages = [
+    user_msg,
+    AssistantMessage(content=content).to_openai(),
+    UserMessage(content="Ok, now please summarize the content of the first audio.").to_openai()
+]
+print(30 * "=" + "USER 2" + 30 * "=")
+print(messages[-1]["content"])
+print("\n\n")
+
+response = client.chat.completions.create(
+    model=model,
+    messages=messages,
+    temperature=0.2,
+    top_p=0.95,
+)
+content = response.choices[0].message.content
+print(30 * "=" + "BOT 2" + 30 * "=")
+print(content)
+```
+</details>
+
+#### Transcription
+
+Voxtral-Small-24B-2507 has powerful transcription capabilities! 
+
+Make sure that your client has `mistral-common` with audio installed:
+
+```sh
+pip install --upgrade mistral_common\[audio\]
+```
+
+<details>
+  <summary>Python snippet</summary>
+
+```python
+from mistral_common.protocol.transcription.request import TranscriptionRequest
+from mistral_common.protocol.instruct.messages import RawAudio
+from mistral_common.audio import Audio
+from huggingface_hub import hf_hub_download
+
+from openai import OpenAI
+
+# Modify OpenAI's API key and API base to use vLLM's API server.
+openai_api_key = "EMPTY"
+openai_api_base = "http://<your-server-host>:8000/v1"
+
+client = OpenAI(
+    api_key=openai_api_key,
+    base_url=openai_api_base,
+)
+
+models = client.models.list()
+model = models.data[0].id
+
+obama_file = hf_hub_download("patrickvonplaten/audio_samples", "obama.mp3", repo_type="dataset")
+audio = Audio.from_file(obama_file, strict=False)
+
+audio = RawAudio.from_audio(audio)
+req = TranscriptionRequest(model=model, audio=audio, language="en", temperature=0.0).to_openai(exclude=("top_p", "seed"))
+
+response = client.audio.transcriptions.create(**req)
+print(response)
+```
+</details>
+
+#### Function Calling
+
+Voxtral has some experimental function calling support. You can try as shown below.
+
+Make sure that your client has `mistral-common` with audio installed:
+
+```sh
+pip install --upgrade mistral_common\[audio\]
+```
+
+<details>
+  <summary>Python snippet</summary>
+
+```python
+from mistral_common.protocol.instruct.messages import AudioChunk, UserMessage, TextChunk
+from mistral_common.protocol.transcription.request import TranscriptionRequest
+from mistral_common.protocol.instruct.tool_calls import Function, Tool
+
+from mistral_common.audio import Audio
+from huggingface_hub import hf_hub_download
+
+from openai import OpenAI
+
+# Modify OpenAI's API key and API base to use vLLM's API server.
+openai_api_key = "EMPTY"
+openai_api_base = "http://<your-server-host>:8000/v1"
+
+client = OpenAI(
+    api_key=openai_api_key,
+    base_url=openai_api_base,
+)
+
+models = client.models.list()
+model = models.data[0].id
+
+tool = Tool(
+    function=Function(
+        name="get_current_weather",
+        description="Get the current weather",
+        parameters={
+            "type": "object",
+            "properties": {
+                "location": {
+                    "type": "string",
+                    "description": "The city and state, e.g. San Francisco, CA",
+                },
+                "format": {
+                    "type": "string",
+                    "enum": ["celsius", "fahrenheit"],
+                    "description": "The temperature unit to use. Infer this from the user's location.",
+                },
+            },
+            "required": ["location", "format"],
+        },
+    )
+)
+tools = [tool.to_openai()]
+
+
+weather_like = hf_hub_download("patrickvonplaten/audio_samples", "fn_calling.wav", repo_type="dataset")
+
+def file_to_chunk(file: str) -> AudioChunk:
+    audio = Audio.from_file(file, strict=False)
+    return AudioChunk.from_audio(audio)
+
+audio_chunk = file_to_chunk(weather_like)
+
+print(30 * "=" + "Transcription" + 30 * "=")
+req = TranscriptionRequest(model=model, audio=audio_chunk.input_audio, language="en", temperature=0.0).to_openai(exclude=("top_p", "seed"))
+response = client.audio.transcriptions.create(**req)
+print(response.text) # How is the weather in Madrid at the moment?
+print("\n")
+
+
+print(30 * "=" + "Function calling" + 30 * "=")
+audio_chunk = file_to_chunk(weather_like)
+user_msg = UserMessage(content=[audio_chunk]).to_openai()
+response = client.chat.completions.create(
+    model=model,
+    messages=[user_msg],
+    temperature=0.2,
+    top_p=0.95,
+    tools=[tool.to_openai()]
+)
+print(30 * "=" + "BOT 1" + 30 * "=")
+print(response.choices[0].message.tool_calls)
+print("\n\n")
+```
+</details>
+
+### Transformers 🤗
+
+Voxtral is supported in Transformers natively!
+
+Install Transformers from source:
+```bash
+pip install git+https://github.com/huggingface/transformers
+```
+
+#### Audio Instruct
+
+<details>
+  <summary>➡️ multi-audio + text instruction</summary>
+
+```python
+from transformers import VoxtralForConditionalGeneration, AutoProcessor
+import torch
+
+device = "cuda"
+repo_id = "mistralai/Voxtral-Small-24B-2507"
+
+processor = AutoProcessor.from_pretrained(repo_id)
+model = VoxtralForConditionalGeneration.from_pretrained(repo_id, torch_dtype=torch.bfloat16, device_map=device)
+
+conversation = [
+    {
+        "role": "user",
+        "content": [
+            {
+                "type": "audio",
+                "path": "https://huggingface.co/datasets/hf-internal-testing/dummy-audio-samples/resolve/main/mary_had_lamb.mp3",
+            },
+            {
+                "type": "audio",
+                "path": "https://huggingface.co/datasets/hf-internal-testing/dummy-audio-samples/resolve/main/winning_call.mp3",
+            },
+            {"type": "text", "text": "What sport and what nursery rhyme are referenced?"},
+        ],
+    }
+]
+
+inputs = processor.apply_chat_template(conversation)
+inputs = inputs.to(device, dtype=torch.bfloat16)
+
+outputs = model.generate(**inputs, max_new_tokens=500)
+decoded_outputs = processor.batch_decode(outputs[:, inputs.input_ids.shape[1]:], skip_special_tokens=True)
+
+print("\nGenerated response:")
+print("=" * 80)
+print(decoded_outputs[0])
+print("=" * 80)
+```
+</details>
+
+
+<details>
+  <summary>➡️ multi-turn</summary>
+
+```python
+from transformers import VoxtralForConditionalGeneration, AutoProcessor
+import torch
+
+device = "cuda"
+repo_id = "mistralai/Voxtral-Small-24B-2507"
+
+processor = AutoProcessor.from_pretrained(repo_id)
+model = VoxtralForConditionalGeneration.from_pretrained(repo_id, torch_dtype=torch.bfloat16, device_map=device)
+
+conversation = [
+    {
+        "role": "user",
+        "content": [
+            {
+                "type": "audio",
+                "path": "https://huggingface.co/datasets/hf-internal-testing/dummy-audio-samples/resolve/main/obama.mp3",
+            },
+            {
+                "type": "audio",
+                "path": "https://huggingface.co/datasets/hf-internal-testing/dummy-audio-samples/resolve/main/bcn_weather.mp3",
+            },
+            {"type": "text", "text": "Describe briefly what you can hear."},
+        ],
+    },
+    {
+        "role": "assistant",
+        "content": "The audio begins with the speaker delivering a farewell address in Chicago, reflecting on his eight years as president and expressing gratitude to the American people. The audio then transitions to a weather report, stating that it was 35 degrees in Barcelona the previous day, but the temperature would drop to minus 20 degrees the following day.",
+    },
+    {
+        "role": "user",
+        "content": [
+            {
+                "type": "audio",
+                "path": "https://huggingface.co/datasets/hf-internal-testing/dummy-audio-samples/resolve/main/winning_call.mp3",
+            },
+            {"type": "text", "text": "Ok, now compare this new audio with the previous one."},
+        ],
+    },
+]
+
+inputs = processor.apply_chat_template(conversation)
+inputs = inputs.to(device, dtype=torch.bfloat16)
+
+outputs = model.generate(**inputs, max_new_tokens=500)
+decoded_outputs = processor.batch_decode(outputs[:, inputs.input_ids.shape[1]:], skip_special_tokens=True)
+
+print("\nGenerated response:")
+print("=" * 80)
+print(decoded_outputs[0])
+print("=" * 80)
+```
+</details>
+
+
+<details>
+  <summary>➡️ text only</summary>
+
+```python
+from transformers import VoxtralForConditionalGeneration, AutoProcessor
+import torch
+
+device = "cuda"
+repo_id = "mistralai/Voxtral-Small-24B-2507"
+
+processor = AutoProcessor.from_pretrained(repo_id)
+model = VoxtralForConditionalGeneration.from_pretrained(repo_id, torch_dtype=torch.bfloat16, device_map=device)
+
+conversation = [
+    {
+        "role": "user",
+        "content": [
+            {
+                "type": "text",
+                "text": "Why should AI models be open-sourced?",
+            },
+        ],
+    }
+]
+
+inputs = processor.apply_chat_template(conversation)
+inputs = inputs.to(device, dtype=torch.bfloat16)
+
+outputs = model.generate(**inputs, max_new_tokens=500)
+decoded_outputs = processor.batch_decode(outputs[:, inputs.input_ids.shape[1]:], skip_special_tokens=True)
+
+print("\nGenerated response:")
+print("=" * 80)
+print(decoded_outputs[0])
+print("=" * 80)
+```
+</details>
+
+
+<details>
+  <summary>➡️ audio only</summary>
+
+```python
+from transformers import VoxtralForConditionalGeneration, AutoProcessor
+import torch
+
+device = "cuda"
+repo_id = "mistralai/Voxtral-Small-24B-2507"
+
+processor = AutoProcessor.from_pretrained(repo_id)
+model = VoxtralForConditionalGeneration.from_pretrained(repo_id, torch_dtype=torch.bfloat16, device_map=device)
+
+conversation = [
+    {
+        "role": "user",
+        "content": [
+            {
+                "type": "audio",
+                "path": "https://huggingface.co/datasets/hf-internal-testing/dummy-audio-samples/resolve/main/winning_call.mp3",
+            },
+        ],
+    }
+]
+
+inputs = processor.apply_chat_template(conversation)
+inputs = inputs.to(device, dtype=torch.bfloat16)
+
+outputs = model.generate(**inputs, max_new_tokens=500)
+decoded_outputs = processor.batch_decode(outputs[:, inputs.input_ids.shape[1]:], skip_special_tokens=True)
+
+print("\nGenerated response:")
+print("=" * 80)
+print(decoded_outputs[0])
+print("=" * 80)
+```
+</details>
+
+
+<details>
+  <summary>➡️ batched inference</summary>
+
+```python
+from transformers import VoxtralForConditionalGeneration, AutoProcessor
+import torch
+
+device = "cuda"
+repo_id = "mistralai/Voxtral-Small-24B-2507"
+
+processor = AutoProcessor.from_pretrained(repo_id)
+model = VoxtralForConditionalGeneration.from_pretrained(repo_id, torch_dtype=torch.bfloat16, device_map=device)
+
+conversations = [
+    [
+        {
+            "role": "user",
+            "content": [
+                {
+                    "type": "audio",
+                    "path": "https://huggingface.co/datasets/hf-internal-testing/dummy-audio-samples/resolve/main/obama.mp3",
+                },
+                {
+                    "type": "audio",
+                    "path": "https://huggingface.co/datasets/hf-internal-testing/dummy-audio-samples/resolve/main/bcn_weather.mp3",
+                },
+                {
+                    "type": "text",
+                    "text": "Who's speaking in the speach and what city's weather is being discussed?",
+                },
+            ],
+        }
+    ],
+    [
+        {
+            "role": "user",
+            "content": [
+                {
+                    "type": "audio",
+                    "path": "https://huggingface.co/datasets/hf-internal-testing/dummy-audio-samples/resolve/main/winning_call.mp3",
+                },
+                {"type": "text", "text": "What can you tell me about this audio?"},
+            ],
+        }
+    ],
+]
+
+inputs = processor.apply_chat_template(conversations)
+inputs = inputs.to(device, dtype=torch.bfloat16)
+
+outputs = model.generate(**inputs, max_new_tokens=500)
+decoded_outputs = processor.batch_decode(outputs[:, inputs.input_ids.shape[1]:], skip_special_tokens=True)
+
+print("\nGenerated responses:")
+print("=" * 80)
+for decoded_output in decoded_outputs:
+    print(decoded_output)
+    print("=" * 80)
+```
+</details>
+
+#### Transcription
+
+<details>
+  <summary>➡️ transcribe</summary>
+
+```python
+from transformers import VoxtralForConditionalGeneration, AutoProcessor
+import torch
+
+device = "cuda"
+repo_id = "mistralai/Voxtral-Small-24B-2507"
+
+processor = AutoProcessor.from_pretrained(repo_id)
+model = VoxtralForConditionalGeneration.from_pretrained(repo_id, torch_dtype=torch.bfloat16, device_map=device)
+
+inputs = processor.apply_transcrition_request(language="en", audio="https://huggingface.co/datasets/hf-internal-testing/dummy-audio-samples/resolve/main/obama.mp3", model_id=repo_id)
+inputs = inputs.to(device, dtype=torch.bfloat16)
+
+outputs = model.generate(**inputs, max_new_tokens=500)
+decoded_outputs = processor.batch_decode(outputs[:, inputs.input_ids.shape[1]:], skip_special_tokens=True)
+
+print("\nGenerated responses:")
+print("=" * 80)
+for decoded_output in decoded_outputs:
+    print(decoded_output)
+    print("=" * 80)
+```
+</details>

config.json

@@ -0,0 +1,53 @@
+{
+  "architectures": [
+    "VoxtralForConditionalGeneration"
+  ],
+  "audio_config": {
+    "activation_dropout": 0.0,
+    "activation_function": "gelu",
+    "attention_dropout": 0.0,
+    "dropout": 0.0,
+    "head_dim": 64,
+    "hidden_size": 1280,
+    "initializer_range": 0.02,
+    "intermediate_size": 5120,
+    "layerdrop": 0.0,
+    "max_source_positions": 1500,
+    "model_type": "voxtral_encoder",
+    "num_attention_heads": 20,
+    "num_hidden_layers": 32,
+    "num_key_value_heads": 20,
+    "num_mel_bins": 128,
+    "scale_embedding": false,
+    "vocab_size": 51866
+  },
+  "audio_token_id": 24,
+  "hidden_size": 5120,
+  "model_type": "voxtral",
+  "projector_hidden_act": "gelu",
+  "text_config": {
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "head_dim": 128,
+    "hidden_act": "silu",
+    "hidden_size": 5120,
+    "initializer_range": 0.02,
+    "intermediate_size": 32768,
+    "max_position_embeddings": 131072,
+    "mlp_bias": false,
+    "model_type": "llama",
+    "num_attention_heads": 32,
+    "num_hidden_layers": 40,
+    "num_key_value_heads": 8,
+    "pretraining_tp": 1,
+    "rms_norm_eps": 1e-05,
+    "rope_scaling": null,
+    "rope_theta": 100000000.0,
+    "sliding_window": null,
+    "use_cache": true,
+    "vocab_size": 131072
+  },
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.54.0.dev0",
+  "vocab_size": 131072
+}

generation_config.json

@@ -0,0 +1,6 @@
+{
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "pad_token_id": 11,
+  "transformers_version": "4.54.0.dev0"
+}

model-00001-of-00011.safetensors

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