We can use this as a [retriever](https://python.langchain.com/docs/modules/data_connection/retrievers/). It will show functionality specific to this integration. After going through, it may be useful to explore [relevant use-case pages](https://python.langchain.com/docs/use_cases/question_answering/) to learn how to use this vector store as part of a larger chain.

The integration lives in the `ragatouille` package.

```
[Jan 07, 10:38:18] #> Creating directory .ragatouille/colbert/indexes/Miyazaki-123 #> Starting...[Jan 07, 10:38:23] Loading segmented_maxsim_cpp extension (set COLBERT_LOAD_TORCH_EXTENSION_VERBOSE=True for more info)...[Jan 07, 10:38:24] [0]       #> Encoding 81 passages..[Jan 07, 10:38:27] [0]       avg_doclen_est = 129.9629669189453      len(local_sample) = 81[Jan 07, 10:38:27] [0]       Creating 1,024 partitions.[Jan 07, 10:38:27] [0]       *Estimated* 10,527 embeddings.[Jan 07, 10:38:27] [0]       #> Saving the indexing plan to .ragatouille/colbert/indexes/Miyazaki-123/plan.json ..Clustering 10001 points in 128D to 1024 clusters, redo 1 times, 20 iterations  Preprocessing in 0.00 s  Iteration 0 (0.02 s, search 0.02 s): objective=3772.41 imbalance=1.562 nsplit=0         Iteration 1 (0.02 s, search 0.02 s): objective=2408.99 imbalance=1.470 nsplit=1         Iteration 2 (0.03 s, search 0.03 s): objective=2243.87 imbalance=1.450 nsplit=0         Iteration 3 (0.04 s, search 0.04 s): objective=2168.48 imbalance=1.444 nsplit=0         Iteration 4 (0.05 s, search 0.05 s): objective=2134.26 imbalance=1.449 nsplit=0         Iteration 5 (0.06 s, search 0.05 s): objective=2117.18 imbalance=1.449 nsplit=0         Iteration 6 (0.06 s, search 0.06 s): objective=2108.43 imbalance=1.449 nsplit=0         Iteration 7 (0.07 s, search 0.07 s): objective=2102.62 imbalance=1.450 nsplit=0         Iteration 8 (0.08 s, search 0.08 s): objective=2100.68 imbalance=1.451 nsplit=0         Iteration 9 (0.09 s, search 0.08 s): objective=2099.66 imbalance=1.451 nsplit=0         Iteration 10 (0.10 s, search 0.09 s): objective=2099.03 imbalance=1.451 nsplit=0         Iteration 11 (0.10 s, search 0.10 s): objective=2098.67 imbalance=1.453 nsplit=0         Iteration 12 (0.11 s, search 0.11 s): objective=2097.78 imbalance=1.455 nsplit=0         Iteration 13 (0.12 s, search 0.12 s): objective=2097.31 imbalance=1.455 nsplit=0         Iteration 14 (0.13 s, search 0.12 s): objective=2097.13 imbalance=1.455 nsplit=0         Iteration 15 (0.14 s, search 0.13 s): objective=2097.09 imbalance=1.455 nsplit=0         Iteration 16 (0.14 s, search 0.14 s): objective=2097.09 imbalance=1.455 nsplit=0         Iteration 17 (0.15 s, search 0.15 s): objective=2097.09 imbalance=1.455 nsplit=0         Iteration 18 (0.16 s, search 0.15 s): objective=2097.09 imbalance=1.455 nsplit=0         Iteration 19 (0.17 s, search 0.16 s): objective=2097.09 imbalance=1.455 nsplit=0       [0.037, 0.038, 0.041, 0.036, 0.035, 0.036, 0.034, 0.036, 0.034, 0.034, 0.036, 0.037, 0.032, 0.039, 0.035, 0.039, 0.033, 0.035, 0.035, 0.037, 0.037, 0.037, 0.037, 0.037, 0.038, 0.034, 0.037, 0.035, 0.036, 0.037, 0.036, 0.04, 0.037, 0.037, 0.036, 0.034, 0.037, 0.035, 0.038, 0.039, 0.037, 0.039, 0.035, 0.036, 0.036, 0.035, 0.035, 0.038, 0.037, 0.033, 0.036, 0.032, 0.034, 0.035, 0.037, 0.037, 0.041, 0.037, 0.039, 0.033, 0.035, 0.033, 0.036, 0.036, 0.038, 0.036, 0.037, 0.038, 0.035, 0.035, 0.033, 0.034, 0.032, 0.038, 0.037, 0.037, 0.036, 0.04, 0.033, 0.037, 0.035, 0.04, 0.036, 0.04, 0.032, 0.037, 0.036, 0.037, 0.034, 0.042, 0.037, 0.035, 0.035, 0.038, 0.034, 0.036, 0.041, 0.035, 0.036, 0.037, 0.041, 0.04, 0.036, 0.036, 0.035, 0.036, 0.034, 0.033, 0.036, 0.033, 0.037, 0.038, 0.036, 0.033, 0.038, 0.037, 0.038, 0.037, 0.039, 0.04, 0.034, 0.034, 0.036, 0.039, 0.033, 0.037, 0.035, 0.037][Jan 07, 10:38:27] [0]       #> Encoding 81 passages..[Jan 07, 10:38:30] #> Optimizing IVF to store map from centroids to list of pids..[Jan 07, 10:38:30] #> Building the emb2pid mapping..[Jan 07, 10:38:30] len(emb2pid) = 10527[Jan 07, 10:38:30] #> Saved optimized IVF to .ragatouille/colbert/indexes/Miyazaki-123/ivf.pid.pt#> Joined...Done indexing!
```

```
/Users/harrisonchase/.pyenv/versions/3.10.1/envs/langchain/lib/python3.10/site-packages/torch/cuda/amp/grad_scaler.py:125: UserWarning: torch.cuda.amp.GradScaler is enabled, but CUDA is not available.  Disabling.  warnings.warn(  0%|          | 0/2 [00:00<?, ?it/s]/Users/harrisonchase/.pyenv/versions/3.10.1/envs/langchain/lib/python3.10/site-packages/torch/amp/autocast_mode.py:250: UserWarning: User provided device_type of 'cuda', but CUDA is not available. Disabling  warnings.warn( 50%|█████     | 1/2 [00:02<00:02,  2.85s/it]/Users/harrisonchase/.pyenv/versions/3.10.1/envs/langchain/lib/python3.10/site-packages/torch/amp/autocast_mode.py:250: UserWarning: User provided device_type of 'cuda', but CUDA is not available. Disabling  warnings.warn(100%|██████████| 2/2 [00:03<00:00,  1.74s/it]WARNING clustering 10001 points to 1024 centroids: please provide at least 39936 training points0it [00:00, ?it/s]  0%|          | 0/2 [00:00<?, ?it/s] 50%|█████     | 1/2 [00:02<00:02,  2.53s/it]100%|██████████| 2/2 [00:03<00:00,  1.56s/it]1it [00:03,  3.16s/it]100%|██████████| 1/1 [00:00<00:00, 4017.53it/s]100%|██████████| 1024/1024 [00:00<00:00, 306105.57it/s]
```

```
Loading searcher for index Miyazaki-123 for the first time... This may take a few seconds[Jan 07, 10:38:34] Loading segmented_maxsim_cpp extension (set COLBERT_LOAD_TORCH_EXTENSION_VERBOSE=True for more info)...[Jan 07, 10:38:35] #> Loading codec...[Jan 07, 10:38:35] #> Loading IVF...[Jan 07, 10:38:35] Loading segmented_lookup_cpp extension (set COLBERT_LOAD_TORCH_EXTENSION_VERBOSE=True for more info)...[Jan 07, 10:38:35] #> Loading doclens...[Jan 07, 10:38:35] #> Loading codes and residuals...[Jan 07, 10:38:35] Loading filter_pids_cpp extension (set COLBERT_LOAD_TORCH_EXTENSION_VERBOSE=True for more info)...[Jan 07, 10:38:35] Loading decompress_residuals_cpp extension (set COLBERT_LOAD_TORCH_EXTENSION_VERBOSE=True for more info)...Searcher loaded!#> QueryTokenizer.tensorize(batch_text[0], batch_background[0], bsize) ==#> Input: . What animation studio did Miyazaki found?,       True,       None#> Output IDs: torch.Size([32]), tensor([  101,     1,  2054,  7284,  2996,  2106,  2771,  3148, 18637,  2179,         1029,   102,   103,   103,   103,   103,   103,   103,   103,   103,          103,   103,   103,   103,   103,   103,   103,   103,   103,   103,          103,   103])#> Output Mask: torch.Size([32]), tensor([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,        0, 0, 0, 0, 0, 0, 0, 0])
```

```
/Users/harrisonchase/.pyenv/versions/3.10.1/envs/langchain/lib/python3.10/site-packages/torch/cuda/amp/grad_scaler.py:125: UserWarning: torch.cuda.amp.GradScaler is enabled, but CUDA is not available.  Disabling.  warnings.warn(100%|███████████████████████████████████████████████████████| 1/1 [00:00<00:00, 3872.86it/s]100%|████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 604.89it/s]/Users/harrisonchase/.pyenv/versions/3.10.1/envs/langchain/lib/python3.10/site-packages/torch/amp/autocast_mode.py:250: UserWarning: User provided device_type of 'cuda', but CUDA is not available. Disabling  warnings.warn(
```

```
[{'content': 'In April 1984, Miyazaki opened his own office in Suginami Ward, naming it Nibariki.\n\n\n=== Studio Ghibli ===\n\n\n==== Early films (1985–1996) ====\nIn June 1985, Miyazaki, Takahata, Tokuma and Suzuki founded the animation production company Studio Ghibli, with funding from Tokuma Shoten. Studio Ghibli\'s first film, Laputa: Castle in the Sky (1986), employed the same production crew of Nausicaä. Miyazaki\'s designs for the film\'s setting were inspired by Greek architecture and "European urbanistic templates".',  'score': 25.90749740600586,  'rank': 1}, {'content': 'Hayao Miyazaki (宮崎 駿 or 宮﨑 駿, Miyazaki Hayao, [mijaꜜzaki hajao]; born January 5, 1941) is a Japanese animator, filmmaker, and manga artist. A co-founder of Studio Ghibli, he has attained international acclaim as a masterful storyteller and creator of Japanese animated feature films, and is widely regarded as one of the most accomplished filmmakers in the history of animation.\nBorn in Tokyo City in the Empire of Japan, Miyazaki expressed interest in manga and animation from an early age, and he joined Toei Animation in 1963. During his early years at Toei Animation he worked as an in-between artist and later collaborated with director Isao Takahata.',  'score': 25.4748477935791,  'rank': 2}, {'content': 'Glen Keane said Miyazaki is a "huge influence" on Walt Disney Animation Studios and has been "part of our heritage" ever since The Rescuers Down Under (1990). The Disney Renaissance era was also prompted by competition with the development of Miyazaki\'s films. Artists from Pixar and Aardman Studios signed a tribute stating, "You\'re our inspiration, Miyazaki-san!"',  'score': 24.84897232055664,  'rank': 3}]
```

We can then convert easily to a LangChain retriever! We can pass in any kwargs we want when creating (like `k`)

```
/Users/harrisonchase/.pyenv/versions/3.10.1/envs/langchain/lib/python3.10/site-packages/torch/amp/autocast_mode.py:250: UserWarning: User provided device_type of 'cuda', but CUDA is not available. Disabling  warnings.warn(
```

```
[Document(page_content='In April 1984, Miyazaki opened his own office in Suginami Ward, naming it Nibariki.\n\n\n=== Studio Ghibli ===\n\n\n==== Early films (1985–1996) ====\nIn June 1985, Miyazaki, Takahata, Tokuma and Suzuki founded the animation production company Studio Ghibli, with funding from Tokuma Shoten. Studio Ghibli\'s first film, Laputa: Castle in the Sky (1986), employed the same production crew of Nausicaä. Miyazaki\'s designs for the film\'s setting were inspired by Greek architecture and "European urbanistic templates".'), Document(page_content='Hayao Miyazaki (宮崎 駿 or 宮﨑 駿, Miyazaki Hayao, [mijaꜜzaki hajao]; born January 5, 1941) is a Japanese animator, filmmaker, and manga artist. A co-founder of Studio Ghibli, he has attained international acclaim as a masterful storyteller and creator of Japanese animated feature films, and is widely regarded as one of the most accomplished filmmakers in the history of animation.\nBorn in Tokyo City in the Empire of Japan, Miyazaki expressed interest in manga and animation from an early age, and he joined Toei Animation in 1963. During his early years at Toei Animation he worked as an in-between artist and later collaborated with director Isao Takahata.'), Document(page_content='Glen Keane said Miyazaki is a "huge influence" on Walt Disney Animation Studios and has been "part of our heritage" ever since The Rescuers Down Under (1990). The Disney Renaissance era was also prompted by competition with the development of Miyazaki\'s films. Artists from Pixar and Aardman Studios signed a tribute stating, "You\'re our inspiration, Miyazaki-san!"')]
```

We can easily combine this retriever in to a chain.

```
/Users/harrisonchase/.pyenv/versions/3.10.1/envs/langchain/lib/python3.10/site-packages/torch/amp/autocast_mode.py:250: UserWarning: User provided device_type of 'cuda', but CUDA is not available. Disabling  warnings.warn(
```

```
{'input': 'What animation studio did Miyazaki found?', 'context': [Document(page_content='In April 1984, Miyazaki opened his own office in Suginami Ward, naming it Nibariki.\n\n\n=== Studio Ghibli ===\n\n\n==== Early films (1985–1996) ====\nIn June 1985, Miyazaki, Takahata, Tokuma and Suzuki founded the animation production company Studio Ghibli, with funding from Tokuma Shoten. Studio Ghibli\'s first film, Laputa: Castle in the Sky (1986), employed the same production crew of Nausicaä. Miyazaki\'s designs for the film\'s setting were inspired by Greek architecture and "European urbanistic templates".'),  Document(page_content='Hayao Miyazaki (宮崎 駿 or 宮﨑 駿, Miyazaki Hayao, [mijaꜜzaki hajao]; born January 5, 1941) is a Japanese animator, filmmaker, and manga artist. A co-founder of Studio Ghibli, he has attained international acclaim as a masterful storyteller and creator of Japanese animated feature films, and is widely regarded as one of the most accomplished filmmakers in the history of animation.\nBorn in Tokyo City in the Empire of Japan, Miyazaki expressed interest in manga and animation from an early age, and he joined Toei Animation in 1963. During his early years at Toei Animation he worked as an in-between artist and later collaborated with director Isao Takahata.'),  Document(page_content='Glen Keane said Miyazaki is a "huge influence" on Walt Disney Animation Studios and has been "part of our heritage" ever since The Rescuers Down Under (1990). The Disney Renaissance era was also prompted by competition with the development of Miyazaki\'s films. Artists from Pixar and Aardman Studios signed a tribute stating, "You\'re our inspiration, Miyazaki-san!"')], 'answer': 'Miyazaki founded Studio Ghibli.'}
```

```
/Users/harrisonchase/.pyenv/versions/3.10.1/envs/langchain/lib/python3.10/site-packages/torch/amp/autocast_mode.py:250: UserWarning: User provided device_type of 'cuda', but CUDA is not available. Disabling  warnings.warn(
```

```
Miyazaki founded Studio Ghibli.
```