Add configs to Embedding docs (#1702)
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34
docs/components/embedders/models/azure_openai.mdx
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34
docs/components/embedders/models/azure_openai.mdx
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To use Azure OpenAI embedding models, set the `AZURE_OPENAI_API_KEY` environment variable. You can obtain the Azure OpenAI API key from the Azure.
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### Usage
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```python
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import os
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from mem0 import Memory
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os.environ["OPENAI_API_KEY"] = "your_api_key"
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os.environ["AZURE_OPENAI_API_KEY"] = "your_api_key"
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config = {
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"embedder": {
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"provider": "azure_openai",
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"config": {
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"model": "text-embedding-3-large"
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}
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}
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}
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m = Memory.from_config(config)
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m.add("I'm visiting Paris", user_id="john")
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```
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### Config
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Here are the parameters available for configuring Azure OpenAI embedder:
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| Parameter | Description | Default Value |
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| --- | --- | --- |
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| `model` | The name of the embedding model to use | `text-embedding-3-small` |
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| `embedding_dims` | Dimensions of the embedding model | `1536` |
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| `api_key` | The Azure OpenAI API key | `None` |
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32
docs/components/embedders/models/huggingface.mdx
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32
docs/components/embedders/models/huggingface.mdx
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You can use embedding models from Huggingface to run Mem0 locally.
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### Usage
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```python
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import os
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from mem0 import Memory
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os.environ["OPENAI_API_KEY"] = "your_api_key"
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config = {
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"embedder": {
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"provider": "huggingface",
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"config": {
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"model": "multi-qa-MiniLM-L6-cos-v1"
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}
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}
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}
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m = Memory.from_config(config)
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m.add("I'm visiting Paris", user_id="john")
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```
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### Config
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Here are the parameters available for configuring Huggingface embedder:
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| Parameter | Description | Default Value |
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| --- | --- | --- |
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| `model` | The name of the model to use | `multi-qa-MiniLM-L6-cos-v1` |
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| `embedding_dims` | Dimensions of the embedding model | `selected_model_dimensions` |
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| `model_kwargs` | Additional arguments for the model | `None` |
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32
docs/components/embedders/models/ollama.mdx
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docs/components/embedders/models/ollama.mdx
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You can use embedding models from Ollama to run Mem0 locally.
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### Usage
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```python
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import os
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from mem0 import Memory
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os.environ["OPENAI_API_KEY"] = "your_api_key"
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config = {
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"embedder": {
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"provider": "ollama",
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"config": {
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"model": "mxbai-embed-large"
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}
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}
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}
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m = Memory.from_config(config)
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m.add("I'm visiting Paris", user_id="john")
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```
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### Config
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Here are the parameters available for configuring Ollama embedder:
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| Parameter | Description | Default Value |
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| --- | --- | --- |
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| `model` | The name of the OpenAI model to use | `nomic-embed-text` |
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| `embedding_dims` | Dimensions of the embedding model | `512` |
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| `ollama_base_url` | Base URL for ollama connection | `None` |
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32
docs/components/embedders/models/openai.mdx
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32
docs/components/embedders/models/openai.mdx
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To use OpenAI embedding models, set the `OPENAI_API_KEY` environment variable. You can obtain the OpenAI API key from the [OpenAI Platform](https://platform.openai.com/account/api-keys).
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### Usage
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```python
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import os
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from mem0 import Memory
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os.environ["OPENAI_API_KEY"] = "your_api_key"
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config = {
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"embedder": {
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"provider": "openai",
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"config": {
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"model": "text-embedding-3-large"
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}
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}
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}
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m = Memory.from_config(config)
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m.add("I'm visiting Paris", user_id="john")
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```
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### Config
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Here are the parameters available for configuring OpenAI embedder:
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| Parameter | Description | Default Value |
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| --- | --- | --- |
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| `model` | The name of the embedding model to use | `text-embedding-3-small` |
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| `embedding_dims` | Dimensions of the embedding model | `1536` |
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| `api_key` | The OpenAI API key | `None` |
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