from_texts

Parameters

Name	Type	Description
`texts`*	`list[str]`	A list of texts to be indexed in Qdrant.
`embedding`*	`Embeddings`	A subclass of `Embeddings`, responsible for text vectorization.
`metadatas`	`list[dict] \| None`	Default:`None`
`ids`	`Sequence[str] \| None`	Default:`None`
`location`	`str \| None`	Default:`None`
`url`	`str \| None`	Default:`None`
`port`	`int \| None`	Default:`6333`
`grpc_port`	`int`	Default:`6334`
`prefer_grpc`	`bool`	Default:`False`
`https`	`bool \| None`	Default:`None`
`api_key`	`str \| None`	Default:`None`
`prefix`	`str \| None`	Default:`None`
`timeout`	`int \| None`	Default:`None`
`host`	`str \| None`	Default:`None`
`path`	`str \| None`	Default:`None`
`collection_name`	`str \| None`	Default:`None`
`distance_func`	`str`	Default:`'Cosine'`
`content_payload_key`	`str`	Default:`CONTENT_KEY`
`metadata_payload_key`	`str`	Default:`METADATA_KEY`
`vector_name`	`str \| None`	Default:`VECTOR_NAME`
`batch_size`	`int`	Default:`64`
`shard_number`	`int \| None`	Default:`None`
`replication_factor`	`int \| None`	Default:`None`
`write_consistency_factor`	`int \| None`	Default:`None`
`on_disk_payload`	`bool \| None`	Default:`None`
`hnsw_config`	`models.HnswConfigDiff \| None`	Default:`None`
`optimizers_config`	`models.OptimizersConfigDiff \| None`	Default:`None`
`wal_config`	`models.WalConfigDiff \| None`	Default:`None`
`quantization_config`	`models.QuantizationConfig \| None`	Default:`None`
`init_from`	`models.InitFrom \| None`	Default:`None`
`on_disk`	`bool \| None`	Default:`None`
`force_recreate`	`bool`	Default:`False`
`**kwargs`	`Any`	Default:`{}`