NVIDIA Docs Hub NVIDIA NIM NV-CLIP (Latest) Getting Started

NV-CLIP (Latest)

NVIDIA AI Enterprise License: NVIDIA NIM for NV-CLIP (NV-CLIP NIM) is available for self-hosting under the NVIDIA AI Enterprise (NVAIE) License.
NVIDIA GPU(s): NV-CLIP NIM runs on any NVIDIA GPU with sufficient GPU memory, but some model/GPU combinations are optimized. See the Support Matrix for more information.
CPU: x86_64 architecture only for this release
OS: any Linux distributions which:
- Are supported by the NVIDIA Container toolkit
- Have glibc >= 2.35 in the output of ld -v

CUDA Drivers: Follow the installation guide.

We recommend:

Using a network repository as part of a package manager installation, skipping the CUDA toolkit installation as the libraries are available within the NIM container

Installing the open kernels for a specific version:

Major Version	EOL	Data Center & RTX/Quadro GPUs	GeForce GPUs
> 550	TBD	X	X
550	Feb 2025	X	X
545	Oct 2023	X	X
535	June 2026	X
525	Nov 2023	X
470	Sept 2024	X

Install Docker.
Install the NVIDIA Container Toolkit.

After installing the toolkit, follow the instructions in the Configure Docker section in the NVIDIA Container Toolkit documentation.

To ensure that your setup is correct, run the following command:

Copy
Copied!

            
            docker run --rm --runtime=nvidia --gpus all ubuntu nvidia-smi

This command should produce output similar to the following, where you can confirm the CUDA driver version and available GPUs.

Copy
Copied!

            
            +-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 550.54.14              Driver Version: 550.54.14      CUDA Version: 12.4     |
|-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  NVIDIA H100 80GB HBM3          On  |   00000000:1B:00.0 Off |                    0 |
| N/A   36C    P0            112W /  700W |   78489MiB /  81559MiB |      0%      Default |
|                                         |                        |             Disabled |
+-----------------------------------------+------------------------+----------------------+

+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI        PID   Type   Process name                              GPU Memory |
|        ID   ID                                                               Usage      |
|=========================================================================================|
|  No running processes found                                                             |
+-----------------------------------------------------------------------------------------+

Installing WSL2 for Windows

Certain downloadable NIMs can be used on an RTX Windows system with Windows System for Linux (WSL). To enable WSL2, perform the following steps.

Be sure your computer can run WSL2 as described in the Prerequisites section of the WSL2 documentation.
Enable WSL2 on your Windows computer by following the steps in Install WSL command. By default, these steps install the Ubuntu distribution of Linux. For alternative installations, see Change the default Linux distribution installed.

Launch NVIDIA NIM for NV-CLIP

You can download and run the NIM of your choice from either the API catalog or the NGC.

Option 1: From API Catalog

Checkout this video, which illustrates the following steps.

Generate an API Key

Navigate to the API Catalog.
Select a model.
Select an Input option. The following example is of a model that offers a Docker option. Not all of the models offer this option, but all include a “Get API Key” link.
Select Get API Key and login if prompted.
Select Generate Key.
Copy your key and store it in a secure place. Do not share it.

Use the docker login command, as shown in the following screenshot, to log in to Docker. Replace the placeholders for Username and Password with your values.

Download and Launch NVIDIA NIM for LLMs

Use the following command to pull and run the NIM using Docker.

To modify the docker run parameters, see Docker Run Parameters.

You can now run inference.

Option 2: From NGC

Generate an API key

An NGC API key is required to access NGC resources. Navigate to https://org.ngc.nvidia.com/setup/personal-keys to create a key.

When creating an NGC API key, ensure that at least “NGC Catalog” is selected from the “Services Included” dropdown. Include additional services if you want to use this key for other purposes.

Export the API key

Pass the value of the API key to the docker run command in the next section as the NGC_API_KEY environment variable to download the appropriate models and resources when starting the NIM.

If you’re not familiar with how to create the NGC_API_KEY environment variable, the simplest way is to export it in your terminal:

Copy
Copied!

            
            export NGC_API_KEY=<value>

Run one of the following commands to make the key available at startup:

Copy
Copied!

            
            # If using bash
echo "export NGC_API_KEY=<value>" >> ~/.bashrc

# If using zsh
echo "export NGC_API_KEY=<value>" >> ~/.zshrc

Other, more secure options include saving the value in a file, so that you can retrieve with cat $NGC_API_KEY_FILE, or using a password manager.

To pull the NIM container image from NGC, first authenticate with the NVIDIA Container Registry with the following command:

Copy
Copied!

            
            echo "$NGC_API_KEY" | docker login nvcr.io --username '$oauthtoken' --password-stdin

Use $oauthtoken as the username and NGC_API_KEY as the password. The $oauthtoken username is a special name that indicates that you will authenticate with an API key and not a user name and password.

List Available NIMs

This documentation uses the ngc CLI tool in a number of examples. See the NGC CLI documentation for information on downloading and configure the tool.

Previously, the ngc tool used NGC_API_KEY environment variable, but has since deprecated that environment variable in favor of the NGC_CLI_API_KEY environment variable. In the previous section, you set NGC_API_KEY and the following sections use it in command examples. If this variable set and you run an ngc command, the command warns you by saying it is deprecated in favor of NGC_CLI_API_KEY. You can safely ignore this warning. Even if you set the NGC_CLI_API_KEY environment variable, as long as NGC_API_KEY is set, you get the warning.

Use the following command to list the available NIMs in CSV format.

Copy
Copied!

            
            ngc registry image list --format_type csv 'nvcr.io/nim/nvidia/nvclip*'

This command should produce output in the following format:

Copy
Copied!

            
            Name,Repository,Latest Tag,Image Size,Updated Date,Permission,Signed Tag?,Access Type,Associated Products
<name1>,<repository1>,<latest tag1>,<image size1>,<updated date1>,<permission1>,<signed tag?1>,<access type1>,<associated products1>
...
<nameN>,<repositoryN>,<latest tagN>,<image sizeN>,<updated dateN>,<permissionN>,<signed tag?N>,<access typeN>,<associated productsN>

Use the **Repository** and **Latest Tag** fields when you call the ``docker run`` command, as shown in the following section.

Launch NIM

The following command launches a Docker container for the nvidia/nvclip-vit-h-14 model. To launch a container for a different NIM, replace the values of Repository and Latest_Tag with values from the previous image list command and change the value of CONTAINER_NAME to something appropriate.

Copy
Copied!

            
            # Choose a container name for bookkeeping
export CONTAINER_NAME=nvclip

# The container name from the previous ngc registry image list command
Repository=nvclip
Latest_Tag=1.0.0

# Choose a NV-CLIP NIM Image from NGC
export IMG_NAME="nvcr.io/nim/nvidia/${Repository}:${Latest_Tag}"

# Choose a path on your system to cache the downloaded models
export LOCAL_NIM_CACHE=~/.cache/nim
mkdir -p "$LOCAL_NIM_CACHE"

# Start the NV-CLIP NIM
docker run -it --rm --name=$CONTAINER_NAME \
  --runtime=nvidia \
  --gpus all \
  -e NGC_API_KEY=$NGC_API_KEY \
  -v "$LOCAL_NIM_CACHE:/opt/nim/.cache" \
  -u $(id -u) \
  -p 8000:8000 \
  $IMG_NAME

Docker Run Parameters

Flags	Description
`-it`	`--interactive` + `--tty` (see Docker docs)
`--rm`	Delete the container after it stops (see Docker docs)
`--name=nvclip`	Give a name to the NIM container for bookkeeping (here `nvclip`). Use any preferred value.
`--runtime=nvidia`	Ensure NVIDIA drivers are accessible in the container.
`--gpus all`	Expose all NVIDIA GPUs inside the container. See the configuration page for mounting specific GPUs.
`-e NGC_API_KEY`	Provide the container with the token necessary to download adequate models and resources from NGC. See Export the API key.
`-v "$LOCAL_NIM_CACHE:/opt/nim/.cache"`	Mount a cache directory from your system (`~/.cache/nim` here) inside the NIM (defaults to `/opt/nim/.cache`), allowing downloaded models and artifacts to be reused by follow-up runs.
`-u $(id -u)`	Use the same user as your system user inside the NIM container to avoid permission mismatches when downloading models in your local cache directory.
`-p 8000:8000`	Forward the port where the NIM server is published inside the container to access from the host system. The left-hand side of `:` is the host system ip:port (`8000` here), while the right-hand side is the container port where the NIM server is published (defaults to `8000`).
`$IMG_NAME`	Name and version of the NV-CLIP NIM container from NGC. The NV-CLIP NIM server automatically starts if no argument is provided after this.
`-e NIM_MANIFEST_PROFILE`	Model profile id of the GPU you are running on. See the profiles page.

Note

See the Configuring a NIM topic for information about additional configuration settings.

Note

If you have an issue with permission mismatches when downloading models in your local cache directory, add the `-u $(id -u)` option to the `docker run` call.

Run Inference

During startup the NIM container downloads the required resources and begins serving the model behind an API endpoint. The following message indicates a successful startup.

Copy
Copied!

            
            INFO: Application startup complete.
INFO: Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)

Once you see this message you can validate the deployment of NIM by executing an inference request. In a new terminal, run the following command to check whether the service is deployed successfully:

Copy
Copied!

            
            curl -X GET 'http://0.0.0.0:8000/v1/health/ready'

Tip

Pipe the results of curl commands into a tool like jq or python -m json.tool to make the output of the API easier to read.

For example: curl -s http://0.0.0.0:8000/v1/health/ready | jq.

This command should produce output similar to the following:

Copy
Copied!

            
            {
"status": "ready"
}

OpenAI Embeddings Request

OpenAI Embeddings API only supports text support. Embeddings API for NV-CLIP NIM has been extended to include image support as well. Image input can be provided as a base64 str in the format data:image/<image_format>;base64,<base64str>

Important

Update model name according to your requirements. For example, for a nvidia/nvclip-vit-h-14 model, you might use the following command:

Copy
Copied!

            
            curl -X 'POST' \
'http://0.0.0.0:8000/v1/embeddings' \
    -H 'accept: application/json' \
    -H 'Content-Type: application/json' \
    -d '{
"input": [
"The quick brown fox jumped over the lazy dog"
],
"model": "nvidia/nvclip-vit-h-14",
"encoding_format": "float"
}'

# Prints:
# {"object":"list","data":[{"index":0,"embedding":[0.012908935546875,0.0396728515625,0.0181884765625,-0.02410888671875,0.007659912109375,0.0099029541015625,-0.0288543701171875,-0.0151519775390625,-0.019134521484375,-0.02203369140625,0.0018682479858398438,-0.0243377685546875,0.00421142578125,0.0027599334716796875,-0.00432586669921875,3.337860107421875e-05,-0.021820068359375,0.0256195068359375,-0.051727294921875,-0.03729248046875,0.008758544921875,0.0614013671875,0.020660400390625,0.0211029052734375,0.0335693359375,0.02105712890625,-0.045166015625,-0.029327392578125,0.0202484130859375,-0.0010423660278320312,0.034912109375,-0.005977630615234375,-0.0304412841796875,-0.0026950836181640625,-0.040863037109375,0.01389312744140625,0.0015497207641601562,-0.05218505859375,0.00434112548828125,0.0335693359375,0.044952392578125,0.0149993896484375,-0.00782012939453125,0.01654052734375,-0.06622314453125,0.05328369140625,-0.0219879150390625,-0.03509521484375,-0.0421142578125,-0.0009622573852539062,0.040283203125,0.0158843994140625,0.00048065185546875,-0.033203125,-0.0302734375,0.0185546875,-0.0290679931640625,0.052001953125,0.03118896484375,0.003963470458984375,0.0262451171875,0.0020656585693359375,-0.017333984375,-0.12939453125,0.03924560546875,0.03204345703125,-0.047607421875,-0.01134490966796875,0.015594482421875,-0.01174163818359375,0.03692626953125,-0.01436614990234375,0.00494384765625,0.0021724700927734375,-0.054931640625,-0.0183563232421875,0.0215301513671875,0.0085906982421875,-0.054534912109375,-0.0111541748046875,-0.0173492431640625,0.0281219482421875,0.031768798828125,-0.0384521484375,-0.0017347335815429688,0.0170440673828125,0.04888916015625,-0.0178375244140625,0.00011605024337768555,0.045074462890625,-0.01079559326171875,0.024017333984375,-0.0062103271484375,0.017669677734375,0.038848876953125,0.0936279296875,0.01161956787109375,0.01233673095703125,0.01419830322265625,0.061065673828125,0.0419921875,-0.0167083740234375,-0.018096923828125,0.0164642333984375,-0.0166778564453125,-0.0372314453125,0.0193939208984375,-0.01434326171875,0.0292816162109375,0.02630615234375,-0.004756927490234375,0.0280303955078125,-0.006938934326171875,0.023956298828125,-0.005523681640625,-0.021270751953125,-0.01497650146484375,0.01381683349609375,-0.046295166015625,-0.01401519775390625,-0.00426483154296875,-0.0199127197265625,0.033355712890625,0.007472991943359375,-0.04339599609375,-0.020294189453125,-0.006195068359375,-0.057037353515625,-0.037200927734375,0.02056884765625,0.01123046875,0.01454925537109375,0.039825439453125,-0.017608642578125,0.0011587142944335938,0.0210723876953125,0.042236328125,0.021728515625,-0.0379638671875,-0.003536224365234375,-0.002490997314453125,0.04638671875,0.012847900390625,-0.01397705078125,0.03680419921875,0.034027099609375,0.0150299072265625,0.0004963874816894531,0.00144195556640625,-0.003078460693359375,0.036376953125,-0.047393798828125,0.04345703125,-0.047882080078125,-0.0280609130859375,0.00476837158203125,0.005985260009765625,0.03436279296875,0.0156402587890625,-0.032928466796875,-0.007144927978515625,0.015106201171875,0.01178741455078125,0.0092010498046875,0.01374053955078125,0.0357666015625,0.00852203369140625,-0.0107269287109375,0.01023101806640625,-0.030517578125,-0.0157470703125,-0.022003173828125,-0.0025272369384765625,-0.0095062255859375,-0.0030231475830078125,0.037017822265625,0.024658203125,0.02764892578125,0.025543212890625,-0.007610321044921875,-0.0166778564453125,-0.057342529296875,-0.06671142578125,0.0038242340087890625,-0.0066070556640625,-0.00864410400390625,-0.0229034423828125,0.0309906005859375,-0.0069732666015625,-0.03179931640625,0.020477294921875,0.00322723388671875,-0.04217529296875,0.002422332763671875,-0.009765625,-0.0162811279296875,-0.054168701171875,-0.00223541259765625,-0.006378173828125,-0.016387939453125,0.002605438232421875,0.032684326171875,-0.0255126953125,-0.0172119140625,0.0231781005859375,0.0285797119140625,0.00759124755859375,0.010589599609375,-0.0275115966796875,0.0014295578002929688,-0.01531982421875,-0.01381683349609375,0.013671875,-0.0015039443969726562,-0.005908966064453125,-0.0290069580078125,0.00455474853515625,0.03369140625,-0.033294677734375,-0.029266357421875,0.02313232421875,-0.039703369140625,0.0010995864868164062,-0.001651763916015625,-0.027618408203125,0.02490234375,-0.0102081298828125,-0.00011414289474487305,-0.0506591796875,-0.0025959014892578125,0.00981903076171875,-0.01165008544921875,-0.0101470947265625,-0.021636962890625,-0.044158935546875,-0.0286712646484375,-0.01157379150390625,-0.00370025634765625,-0.0111083984375,-0.0028285980224609375,-0.005138397216796875,-0.0352783203125,-0.01509857177734375,0.03265380859375,-0.0182952880859375,0.04010009765625,0.03741455078125,-0.0017099380493164062,0.057769775390625,-0.0093841552734375,-0.00556182861328125,-0.035247802734375,0.011077880859375,0.021636962890625,0.037322998046875,-0.05010986328125,-0.02264404296875,0.00980377197265625,-0.016082763671875,0.01018524169921875,-0.05255126953125,0.027374267578125,-0.037811279296875,0.06170654296875,0.01055145263671875,-0.043243408203125,0.041412353515625,0.0025482177734375,0.0269622802734375,0.0035686492919921875,-0.03399658203125,-0.006603240966796875,-0.029876708984375,0.0125579833984375,-0.03204345703125,-0.01702880859375,0.052978515625,-0.003116607666015625,0.016326904296875,-0.0135498046875,-0.01280975341796875,-0.0293121337890625,-0.022369384765625,0.0189208984375,-0.0080718994140625,-0.02703857421875,-0.02923583984375,0.0290985107421875,0.06280517578125,0.0024013519287109375,-0.02813720703125,0.040863037109375,-0.00823211669921875,0.030303955078125,0.030914306640625,-0.01506805419921875,0.0024852752685546875,0.0212554931640625,-0.005634307861328125,-0.01309967041015625,-0.01340484619140625,0.017974853515625,-0.006618499755859375,-0.01373291015625,-0.00020813941955566406,-0.0042877197265625,0.0182342529296875,-0.035858154296875,-0.0269622802734375,-0.016143798828125,0.0227508544921875,-0.0119781494140625,0.0012722015380859375,-0.00787353515625,0.01496124267578125,-0.0038509368896484375,0.06890869140625,0.004985809326171875,-0.023681640625,0.0309906005859375,-0.01041412353515625,0.0264892578125,0.00617218017578125,0.00968170166015625,0.0164031982421875,-0.0099945068359375,-0.030487060546875,0.00724029541015625,-0.03741455078125,-0.00933837890625,-0.019683837890625,0.0156707763671875,-0.0101318359375,-0.0112762451171875,-0.0010890960693359375,-0.01068115234375,-0.0048828125,-0.001972198486328125,-0.01367950439453125,0.0285186767578125,-0.00823211669921875,0.01477813720703125,0.0028629302978515625,-0.011260986328125,0.0010290145874023438,0.003997802734375,0.01184844970703125,-0.049346923828125,0.01351165771484375,-0.006565093994140625,-0.03485107421875,0.0009131431579589844,0.005401611328125,0.01580810546875,0.0304412841796875,-0.03692626953125,0.021881103515625,0.0036869049072265625,0.00830078125,-0.002490997314453125,-0.0016546249389648438,0.05908203125,0.0086669921875,-0.0102386474609375,0.036376953125,0.0017375946044921875,-0.028778076171875,0.00943756103515625,0.031707763671875,0.010467529296875,0.004566192626953125,0.006072998046875,-0.00021159648895263672,0.033294677734375,-0.01415252685546875,0.272216796875,0.00092315673828125,-0.0001493692398071289,-0.0164031982421875,-0.04022216796875,0.01291656494140625,0.0007982254028320312,0.039764404296875,0.0060272216796875,0.00955963134765625,0.036285400390625,-0.0017099380493164062,-0.019256591796875,-0.020843505859375,0.06878662109375,-0.0296173095703125,0.01158905029296875,-0.003936767578125,-0.00992584228515625,-0.01537322998046875,-0.047027587890625,-0.015625,0.0013580322265625,-0.00582122802734375,0.01551055908203125,-0.03411865234375,-0.052398681640625,-0.0235137939453125,-0.0164031982421875,0.00281524658203125,0.0197296142578125,0.05548095703125,0.037689208984375,0.0033397674560546875,0.05023193359375,-0.003192901611328125,0.044403076171875,0.01861572265625,-0.04290771484375,0.03363037109375,-0.006931304931640625,0.023468017578125,-0.00814056396484375,0.0284423828125,-0.01103973388671875,0.01458740234375,-0.039398193359375,-0.00897216796875,-0.0005540847778320312,-0.0167083740234375,0.019561767578125,0.049041748046875,0.01534271240234375,-0.0141754150390625,-0.0421142578125,-0.0013170242309570312,-0.0155181884765625,-0.02685546875,-0.00965118408203125,0.03753662109375,0.0244598388671875,-0.0278472900390625,-0.039276123046875,0.0106658935546875,-0.0164947509765625,-0.0594482421875,-0.039886474609375,0.01300048828125,-0.0293121337890625,0.0413818359375,0.042266845703125,-0.031951904296875,-0.026092529296875,0.0250396728515625,0.04168701171875,-0.0170135498046875,-0.006496429443359375,-0.0272064208984375,-0.0009050369262695312,-0.01238250732421875,0.00383758544921875,-0.0137786865234375,0.035491943359375,-0.01076507568359375,-0.0160980224609375,0.024139404296875,0.019256591796875,-0.06671142578125,-0.053863525390625,-0.02252197265625,0.03155517578125,-0.0183258056640625,0.014495849609375,-0.055267333984375,0.00154876708984375,-0.0014896392822265625,0.006923675537109375,0.003757476806640625,0.009674072265625,0.0023517608642578125,0.00916290283203125,0.0014181137084960938,-0.0174102783203125,0.002941131591796875,-0.020660400390625,-0.0059661865234375,0.050323486328125,-0.0341796875,-0.070068359375,0.0190887451171875,0.01104736328125,-0.034942626953125,0.01465606689453125,0.0157470703125,0.008087158203125,-0.01206207275390625,-0.055572509765625,-0.00518798828125,-0.02325439453125,0.004962921142578125,-9.387731552124023e-05,0.016571044921875,0.0221405029296875,-0.00830078125,-0.01322174072265625,0.05615234375,0.005138397216796875,0.004425048828125,0.01629638671875,0.0252685546875,-0.002704620361328125,0.01458740234375,0.043121337890625,-0.0232391357421875,0.0019397735595703125,0.0241851806640625,-0.024139404296875,-0.0116424560546875,-0.005523681640625,-0.004550933837890625,0.009429931640625,-0.00458526611328125,0.0011348724365234375,0.0254364013671875,-0.025726318359375,-0.0078887939453125,0.0196380615234375,-0.00679779052734375,-0.001373291015625,0.040924072265625,0.01904296875,0.08172607421875,-0.0135955810546875,-0.2061767578125,-0.003993988037109375,0.0154571533203125,0.0312347412109375,-0.01129150390625,0.0249481201171875,-0.03948974609375,0.032257080078125,-0.00876617431640625,0.0046844482421875,-0.056060791015625,0.024078369140625,-0.00494384765625,-0.00019156932830810547,0.0037078857421875,0.038543701171875,-0.004154205322265625,0.00037288665771484375,0.025177001953125,0.041046142578125,-0.01200103759765625,0.0343017578125,-0.011077880859375,0.0022182464599609375,0.01306915283203125,0.01401519775390625,0.0005755424499511719,-0.0125579833984375,0.02923583984375,-0.041229248046875,-0.01483917236328125,0.042022705078125,0.034454345703125,-0.006072998046875,-0.00554656982421875,0.007305145263671875,0.0065765380859375,0.036712646484375,-0.02587890625,0.0163116455078125,0.042083740234375,0.01512908935546875,0.0220794677734375,0.00737762451171875,-0.0194549560546875,-0.015167236328125,0.04888916015625,-2.4616718292236328e-05,-0.019439697265625,0.0114288330078125,-0.0130767822265625,-0.0157623291015625,-0.0038299560546875,-0.04351806640625,-0.043731689453125,-0.01873779296875,0.022857666015625,0.01502227783203125,0.0210723876953125,0.0003113746643066406,0.04132080078125,0.007785797119140625,0.00847625732421875,0.0164947509765625,0.0313720703125,0.0043792724609375,-0.01715087890625,0.018798828125,0.0146331787109375,0.0180511474609375,0.00940704345703125,0.0374755859375,-0.026275634765625,0.024871826171875,-0.0186004638671875,-0.0252227783203125,-0.041961669921875,0.038421630859375,-0.0262603759765625,-0.020599365234375,0.0499267578125,0.0269927978515625,-0.013153076171875,0.05145263671875,-0.046844482421875,-0.0223236083984375,-0.02099609375,-0.0394287109375,-0.01233673095703125,0.00524139404296875,-0.027587890625,-0.0445556640625,0.0135345458984375,0.0130767822265625,0.0085296630859375,-0.025604248046875,0.0063018798828125,-0.0274200439453125,0.021026611328125,-0.003406524658203125,0.0273590087890625,0.0093536376953125,-0.0006213188171386719,-0.0231475830078125,-0.0191802978515625,0.006744384765625,0.00421142578125,0.0191802978515625,0.024139404296875,-0.032806396484375,-0.0684814453125,0.0056304931640625,0.0183258056640625,-0.0186309814453125,0.0102996826171875,0.028717041015625,-0.0201873779296875,0.047027587890625,0.00844573974609375,-0.0261077880859375,-0.01485443115234375,0.0214691162109375,0.0234222412109375,-0.00782012939453125,-0.01004791259765625,-0.024688720703125,-0.00677490234375,0.0095367431640625,-0.017913818359375,0.0158843994140625,-0.02362060546875,0.048065185546875,0.047149658203125,-0.018280029296875,-0.067626953125,0.009490966796875,-0.006866455078125,-0.0098114013671875,-0.006099700927734375,0.0010051727294921875,0.0290374755859375,-0.0250396728515625,-0.0003299713134765625,0.0053558349609375,0.022430419921875,-0.022308349609375,-0.0003204345703125,-0.0167999267578125,-0.02655029296875,-0.01134490966796875,0.0205841064453125,-0.0217132568359375,-0.025115966796875,0.0008511543273925781,0.0009179115295410156,-0.0158538818359375,0.0086669921875,-0.035491943359375,0.02001953125,-0.031707763671875,0.0208282470703125,0.0090789794921875,-0.0010251998901367188,-0.004863739013671875,-0.0143890380859375,0.00640106201171875,0.0235137939453125,0.031951904296875,-0.012847900390625,0.0256195068359375,0.00864410400390625,0.01971435546875,0.006084442138671875,0.01168060302734375,-0.0130157470703125,0.05145263671875,-0.04705810546875,-0.0213775634765625,0.0033283233642578125,-0.02655029296875,-0.004302978515625,0.00032019615173339844,-0.01483154296875,-0.029754638671875,-0.0029811859130859375,-0.01922607421875,-0.0032024383544921875,-0.01024627685546875,0.0202484130859375,0.01038360595703125,0.012725830078125,-0.020050048828125,0.03741455078125,-0.0310821533203125,0.0092315673828125,-0.0141448974609375,0.045166015625,0.0007677078247070312,0.007610321044921875,0.0211181640625,-0.01483917236328125,-0.0001493692398071289,0.0216064453125,0.01898193359375,-0.008697509765625,0.00928497314453125,0.0026683807373046875,-0.01227569580078125,-0.024322509765625,0.004058837890625,-0.00469207763671875,0.0028514862060546875,-0.0078582763671875,-0.033966064453125,0.037200927734375,-0.0006799697875976562,-0.00982666015625,0.02569580078125,-0.01021575927734375,-0.04248046875,0.0069732666015625,0.037628173828125,0.00814056396484375,0.02301025390625,0.03411865234375,-0.033050537109375,0.0155181884765625,-0.08099365234375,-0.0247344970703125,-0.0147705078125,0.0277252197265625,-0.027923583984375,0.0382080078125,0.008575439453125,-0.01064300537109375,0.028411865234375,0.004924774169921875,-0.01971435546875,-0.021484375,0.050994873046875,0.0014638900756835938,-0.006317138671875,-0.00830841064453125,-0.0136871337890625,-0.048431396484375,0.01837158203125,0.02947998046875,0.034942626953125,0.005870819091796875,0.01183319091796875,0.02783203125,-0.0246734619140625,0.041412353515625,0.006046295166015625,-0.001987457275390625,-0.02978515625,0.0082550048828125,-0.02459716796875,-0.007755279541015625,0.0210723876953125,0.014617919921875,-0.01096343994140625,0.0141143798828125,-0.041595458984375,-0.036376953125,-0.00698089599609375,0.0548095703125,0.03948974609375,-0.02569580078125,0.0178070068359375,0.0250396728515625,-0.05133056640625,-0.01360321044921875,-0.0032215118408203125,0.04656982421875,-0.0133514404296875,-0.00165557861328125,-0.044708251953125,0.02032470703125,-0.0302581787109375,-0.00623321533203125,0.01247406005859375,0.01361846923828125,-0.01213836669921875,-0.033416748046875,-0.20556640625,0.04345703125,0.028900146484375,0.283447265625,0.027374267578125,-0.0146636962890625,-0.053375244140625,0.0294036865234375,-0.0151824951171875,0.019775390625,-0.00206756591796875,-0.042510986328125,-0.0012464523315429688,-0.022796630859375,-0.029205322265625,-0.022796630859375,0.013763427734375,-0.045623779296875,0.0282440185546875,0.061614990234375,0.0107269287109375,0.005931854248046875,0.035980224609375,-0.00792694091796875,0.0279083251953125,0.0038433074951171875,-0.04449462890625,-0.0015773773193359375,-0.01126861572265625,-0.00981903076171875,0.0036163330078125,-0.0288543701171875,0.2144775390625,-0.044403076171875,0.01346588134765625,-0.01319122314453125,0.0026264190673828125,0.0208740234375,-0.0021381378173828125,0.03271484375,-0.0251617431640625,-0.020263671875,-0.03912353515625,0.0390625,0.006862640380859375,0.036834716796875,-0.0182952880859375,-0.05096435546875,0.0169830322265625,0.0178680419921875,0.0281982421875,-0.05413818359375,-0.07269287109375,0.018798828125,0.013214111328125,-0.0158843994140625,0.00400543212890625,0.021636962890625,0.01181793212890625,-0.040557861328125,-0.009307861328125,0.010986328125,0.00038743019104003906,0.0223236083984375,0.040069580078125,-0.0003063678741455078,0.0030422210693359375,0.0423583984375,0.0033740997314453125,0.039459228515625,0.04345703125,-0.035400390625,0.020172119140625,-0.0274658203125,0.024871826171875,0.0174102783203125,0.00330352783203125,-0.006237030029296875,-0.00717926025390625,0.0194854736328125,-0.01374053955078125,0.03839111328125,0.05963134765625,0.00318145751953125,-0.004673004150390625,-0.0281219482421875,0.03839111328125,-0.029388427734375,0.0009160041809082031,0.0032138824462890625,-0.043304443359375,-0.0005941390991210938,0.065185546875,-0.0419921875,-0.01119232177734375,-0.01666259765625,0.00641632080078125,-0.0104522705078125,0.0208892822265625,-0.0290374755859375,0.014556884765625,-0.0201873779296875,-0.0181427001953125,-0.00312042236328125,-0.00983428955078125,-0.0408935546875,-0.029541015625,0.019744873046875,0.0171966552734375,-0.01995849609375,-0.0223541259765625,-0.019073486328125,-0.01074981689453125,0.03106689453125,0.0039520263671875,-0.010986328125,-0.012481689453125,-0.020721435546875,0.0008068084716796875,0.049560546875,0.0074462890625,-0.00970458984375,-0.028076171875,-0.004245758056640625,0.047515869140625,-0.00736236572265625,0.02874755859375,-0.01316070556640625,-0.00470733642578125,-0.00171661376953125,-0.016357421875,0.0182647705078125,0.005340576171875,-0.00835418701171875,-0.0220794677734375,0.012664794921875,-0.02490234375,-0.0269775390625,-0.00848388671875,0.01375579833984375,0.044647216796875,0.0303192138671875,-0.0218658447265625,0.00370025634765625,-0.0019292831420898438,-0.01277923583984375,0.0208282470703125,-0.06671142578125,0.0273590087890625,0.01329803466796875,-0.034698486328125,0.0135955810546875,-0.003406524658203125,0.0226287841796875,0.043975830078125,-0.006870269775390625,0.0288543701171875,0.005809783935546875,0.01203155517578125,0.03887939453125,0.01629638671875,0.01158905029296875,0.037017822265625,-0.00946807861328125,-0.010345458984375,0.0006146430969238281,0.00473785400390625,-0.02142333984375,0.006938934326171875,0.0112152099609375,-0.002544403076171875,0.029815673828125,-0.021881103515625,-0.00778961181640625,0.007568359375,0.058197021484375,-0.0301361083984375,-0.01345062255859375,0.0345458984375,0.0152435302734375,0.006443023681640625,-0.01306915283203125,0.0251617431640625,-0.060394287109375,0.00234222412109375,0.01305389404296875,0.005283355712890625,0.016571044921875,-0.0014963150024414062,0.0012426376342773438,-0.035064697265625,0.0243377685546875,0.0184326171875,0.01381683349609375,0.000858306884765625,-0.0158233642578125,-0.048370361328125,0.051971435546875,-0.058074951171875,-0.02056884765625,0.0027065277099609375,0.008697509765625,0.0325927734375,0.0221099853515625,-0.112548828125,0.02587890625,-0.001018524169921875,-0.0013904571533203125,0.004917144775390625,-0.0474853515625,0.0074005126953125],"object":"embedding"}],"usage":{"num_images":0,"prompt_tokens":77,"total_tokens":77},"model":"nvidia/nvclip-vit-h-14"}

You can also use the OpenAI Python API library,and provide image as the base64 string, as shown in the following example:

Copy
Copied!

            
            import base64
import requests
from io import BytesIO

from PIL import Image
from openai import OpenAI

client = OpenAI(base_url="http://0.0.0.0:8000/v1", api_key="not-used")

url = "https://raw.githubusercontent.com/vis-nlp/ChartQA/main/ChartQA%20Dataset/val/png/5090.png"
image = Image.open(requests.get(url, stream=True).raw)
buffer = BytesIO()
image.save(buffer, format="JPEG")
image_b64 = base64.b64encode(buffer.getvalue()).decode()

response = client.embeddings.create(
    input=["The quick brown fox jumped over the lazy dog",
            f"data:image/png;base64,{image_b64}"],
    model="nvidia/nvclip-vit-h-14",
    encoding_format="float"
)

print(response.data)

# Prints:
# [Embedding(embedding=[0.012908935546875, 0.0396728515625, 0.0181884765625, -0.02410888671875, 0.007659912109375, 0.0099029541015625, -0.0288543701171875, -0.0151519775390625, -0.019134521484375, -0.02203369140625, 0.0018682479858398438, -0.0243377685546875, 0.00421142578125, 0.0027599334716796875, -0.00432586669921875, 3.337860107421875e-05, -0.021820068359375, 0.0256195068359375, -0.051727294921875, -0.03729248046875, 0.008758544921875, 0.0614013671875, 0.020660400390625, 0.0211029052734375, 0.0335693359375, 0.02105712890625, -0.045166015625, -0.029327392578125, 0.0202484130859375, -0.0010423660278320312, 0.034912109375, -0.005977630615234375, -0.0304412841796875, -0.0026950836181640625, -0.040863037109375, 0.01389312744140625, 0.0015497207641601562, -0.05218505859375, 0.00434112548828125, 0.0335693359375, 0.044952392578125, 0.0149993896484375, -0.00782012939453125, 0.01654052734375, -0.06622314453125, 0.05328369140625, -0.0219879150390625, -0.03509521484375, -0.0421142578125, -0.0009622573852539062, 0.040283203125, 0.0158843994140625, 0.00048065185546875, -0.033203125, -0.0302734375, 0.0185546875, -0.0290679931640625, 0.052001953125, 0.03118896484375, 0.003963470458984375, 0.0262451171875, 0.0020656585693359375, -0.017333984375, -0.12939453125, 0.03924560546875, 0.03204345703125, -0.047607421875, -0.01134490966796875, 0.015594482421875, -0.01174163818359375, 0.03692626953125, -0.01436614990234375, 0.00494384765625, 0.0021724700927734375, -0.054931640625, -0.0183563232421875, 0.0215301513671875, 0.0085906982421875, -0.054534912109375, -0.0111541748046875, -0.0173492431640625, 0.0281219482421875, 0.031768798828125, -0.0384521484375, -0.0017347335815429688, 0.0170440673828125, 0.04888916015625, -0.0178375244140625, 0.00011605024337768555, 0.045074462890625, -0.01079559326171875, 0.024017333984375, -0.0062103271484375, 0.017669677734375, 0.038848876953125, 0.0936279296875, 0.01161956787109375, 0.01233673095703125, 0.01419830322265625, 0.061065673828125, 0.0419921875, -0.0167083740234375, -0.018096923828125, 0.0164642333984375, -0.0166778564453125, -0.0372314453125, 0.0193939208984375, -0.01434326171875, 0.0292816162109375, 0.02630615234375, -0.004756927490234375, 0.0280303955078125, -0.006938934326171875, 0.023956298828125, -0.005523681640625, -0.021270751953125, -0.01497650146484375, 0.01381683349609375, -0.046295166015625, -0.01401519775390625, -0.00426483154296875, -0.0199127197265625, 0.033355712890625, 0.007472991943359375, -0.04339599609375, -0.020294189453125, -0.006195068359375, -0.057037353515625, -0.037200927734375, 0.02056884765625, 0.01123046875, 0.01454925537109375, 0.039825439453125, -0.017608642578125, 0.0011587142944335938, 0.0210723876953125, 0.042236328125, 0.021728515625, -0.0379638671875, -0.003536224365234375, -0.002490997314453125, 0.04638671875, 0.012847900390625, -0.01397705078125, 0.03680419921875, 0.034027099609375, 0.0150299072265625, 0.0004963874816894531, 0.00144195556640625, -0.003078460693359375, 0.036376953125, -0.047393798828125, 0.04345703125, -0.047882080078125, -0.0280609130859375, 0.00476837158203125, 0.005985260009765625, 0.03436279296875, 0.0156402587890625, -0.032928466796875, -0.007144927978515625, 0.015106201171875, 0.01178741455078125, 0.0092010498046875, 0.01374053955078125, 0.0357666015625, 0.00852203369140625, -0.0107269287109375, 0.01023101806640625, -0.030517578125, -0.0157470703125, -0.022003173828125, -0.0025272369384765625, -0.0095062255859375, -0.0030231475830078125, 0.037017822265625, 0.024658203125, 0.02764892578125, 0.025543212890625, -0.007610321044921875, -0.0166778564453125, -0.057342529296875, -0.06671142578125, 0.0038242340087890625, -0.0066070556640625, -0.00864410400390625, -0.0229034423828125, 0.0309906005859375, -0.0069732666015625, -0.03179931640625, 0.020477294921875, 0.00322723388671875, -0.04217529296875, 0.002422332763671875, -0.009765625, -0.0162811279296875, -0.054168701171875, -0.00223541259765625, -0.006378173828125, -0.016387939453125, 0.002605438232421875, 0.032684326171875, -0.0255126953125, -0.0172119140625, 0.0231781005859375, 0.0285797119140625, 0.00759124755859375, 0.010589599609375, -0.0275115966796875, 0.0014295578002929688, -0.01531982421875, -0.01381683349609375, 0.013671875, -0.0015039443969726562, -0.005908966064453125, -0.0290069580078125, 0.00455474853515625, 0.03369140625, -0.033294677734375, -0.029266357421875, 0.02313232421875, -0.039703369140625, 0.0010995864868164062, -0.001651763916015625, -0.027618408203125, 0.02490234375, -0.0102081298828125, -0.00011414289474487305, -0.0506591796875, -0.0025959014892578125, 0.00981903076171875, -0.01165008544921875, -0.0101470947265625, -0.021636962890625, -0.044158935546875, -0.0286712646484375, -0.01157379150390625, -0.00370025634765625, -0.0111083984375, -0.0028285980224609375, -0.005138397216796875, -0.0352783203125, -0.01509857177734375, 0.03265380859375, -0.0182952880859375, 0.04010009765625, 0.03741455078125, -0.0017099380493164062, 0.057769775390625, -0.0093841552734375, -0.00556182861328125, -0.035247802734375, 0.011077880859375, 0.021636962890625, 0.037322998046875, -0.05010986328125, -0.02264404296875, 0.00980377197265625, -0.016082763671875, 0.01018524169921875, -0.05255126953125, 0.027374267578125, -0.037811279296875, 0.06170654296875, 0.01055145263671875, -0.043243408203125, 0.041412353515625, 0.0025482177734375, 0.0269622802734375, 0.0035686492919921875, -0.03399658203125, -0.006603240966796875, -0.029876708984375, 0.0125579833984375, -0.03204345703125, -0.01702880859375, 0.052978515625, -0.003116607666015625, 0.016326904296875, -0.0135498046875, -0.01280975341796875, -0.0293121337890625, -0.022369384765625, 0.0189208984375, -0.0080718994140625, -0.02703857421875, -0.02923583984375, 0.0290985107421875, 0.06280517578125, 0.0024013519287109375, -0.02813720703125, 0.040863037109375, -0.00823211669921875, 0.030303955078125, 0.030914306640625, -0.01506805419921875, 0.0024852752685546875, 0.0212554931640625, -0.005634307861328125, -0.01309967041015625, -0.01340484619140625, 0.017974853515625, -0.006618499755859375, -0.01373291015625, -0.00020813941955566406, -0.0042877197265625, 0.0182342529296875, -0.035858154296875, -0.0269622802734375, -0.016143798828125, 0.0227508544921875, -0.0119781494140625, 0.0012722015380859375, -0.00787353515625, 0.01496124267578125, -0.0038509368896484375, 0.06890869140625, 0.004985809326171875, -0.023681640625, 0.0309906005859375, -0.01041412353515625, 0.0264892578125, 0.00617218017578125, 0.00968170166015625, 0.0164031982421875, -0.0099945068359375, -0.030487060546875, 0.00724029541015625, -0.03741455078125, -0.00933837890625, -0.019683837890625, 0.0156707763671875, -0.0101318359375, -0.0112762451171875, -0.0010890960693359375, -0.01068115234375, -0.0048828125, -0.001972198486328125, -0.01367950439453125, 0.0285186767578125, -0.00823211669921875, 0.01477813720703125, 0.0028629302978515625, -0.011260986328125, 0.0010290145874023438, 0.003997802734375, 0.01184844970703125, -0.049346923828125, 0.01351165771484375, -0.006565093994140625, -0.03485107421875, 0.0009131431579589844, 0.005401611328125, 0.01580810546875, 0.0304412841796875, -0.03692626953125, 0.021881103515625, 0.0036869049072265625, 0.00830078125, -0.002490997314453125, -0.0016546249389648438, 0.05908203125, 0.0086669921875, -0.0102386474609375, 0.036376953125, 0.0017375946044921875, -0.028778076171875, 0.00943756103515625, 0.031707763671875, 0.010467529296875, 0.004566192626953125, 0.006072998046875, -0.00021159648895263672, 0.033294677734375, -0.01415252685546875, 0.272216796875, 0.00092315673828125, -0.0001493692398071289, -0.0164031982421875, -0.04022216796875, 0.01291656494140625, 0.0007982254028320312, 0.039764404296875, 0.0060272216796875, 0.00955963134765625, 0.036285400390625, -0.0017099380493164062, -0.019256591796875, -0.020843505859375, 0.06878662109375, -0.0296173095703125, 0.01158905029296875, -0.003936767578125, -0.00992584228515625, -0.01537322998046875, -0.047027587890625, -0.015625, 0.0013580322265625, -0.00582122802734375, 0.01551055908203125, -0.03411865234375, -0.052398681640625, -0.0235137939453125, -0.0164031982421875, 0.00281524658203125, 0.0197296142578125, 0.05548095703125, 0.037689208984375, 0.0033397674560546875, 0.05023193359375, -0.003192901611328125, 0.044403076171875, 0.01861572265625, -0.04290771484375, 0.03363037109375, -0.006931304931640625, 0.023468017578125, -0.00814056396484375, 0.0284423828125, -0.01103973388671875, 0.01458740234375, -0.039398193359375, -0.00897216796875, -0.0005540847778320312, -0.0167083740234375, 0.019561767578125, 0.049041748046875, 0.01534271240234375, -0.0141754150390625, -0.0421142578125, -0.0013170242309570312, -0.0155181884765625, -0.02685546875, -0.00965118408203125, 0.03753662109375, 0.0244598388671875, -0.0278472900390625, -0.039276123046875, 0.0106658935546875, -0.0164947509765625, -0.0594482421875, -0.039886474609375, 0.01300048828125, -0.0293121337890625, 0.0413818359375, 0.042266845703125, -0.031951904296875, -0.026092529296875, 0.0250396728515625, 0.04168701171875, -0.0170135498046875, -0.006496429443359375, -0.0272064208984375, -0.0009050369262695312, -0.01238250732421875, 0.00383758544921875, -0.0137786865234375, 0.035491943359375, -0.01076507568359375, -0.0160980224609375, 0.024139404296875, 0.019256591796875, -0.06671142578125, -0.053863525390625, -0.02252197265625, 0.03155517578125, -0.0183258056640625, 0.014495849609375, -0.055267333984375, 0.00154876708984375, -0.0014896392822265625, 0.006923675537109375, 0.003757476806640625, 0.009674072265625, 0.0023517608642578125, 0.00916290283203125, 0.0014181137084960938, -0.0174102783203125, 0.002941131591796875, -0.020660400390625, -0.0059661865234375, 0.050323486328125, -0.0341796875, -0.070068359375, 0.0190887451171875, 0.01104736328125, -0.034942626953125, 0.01465606689453125, 0.0157470703125, 0.008087158203125, -0.01206207275390625, -0.055572509765625, -0.00518798828125, -0.02325439453125, 0.004962921142578125, -9.387731552124023e-05, 0.016571044921875, 0.0221405029296875, -0.00830078125, -0.01322174072265625, 0.05615234375, 0.005138397216796875, 0.004425048828125, 0.01629638671875, 0.0252685546875, -0.002704620361328125, 0.01458740234375, 0.043121337890625, -0.0232391357421875, 0.0019397735595703125, 0.0241851806640625, -0.024139404296875, -0.0116424560546875, -0.005523681640625, -0.004550933837890625, 0.009429931640625, -0.00458526611328125, 0.0011348724365234375, 0.0254364013671875, -0.025726318359375, -0.0078887939453125, 0.0196380615234375, -0.00679779052734375, -0.001373291015625, 0.040924072265625, 0.01904296875, 0.08172607421875, -0.0135955810546875, -0.2061767578125, -0.003993988037109375, 0.0154571533203125, 0.0312347412109375, -0.01129150390625, 0.0249481201171875, -0.03948974609375, 0.032257080078125, -0.00876617431640625, 0.0046844482421875, -0.056060791015625, 0.024078369140625, -0.00494384765625, -0.00019156932830810547, 0.0037078857421875, 0.038543701171875, -0.004154205322265625, 0.00037288665771484375, 0.025177001953125, 0.041046142578125, -0.01200103759765625, 0.0343017578125, -0.011077880859375, 0.0022182464599609375, 0.01306915283203125, 0.01401519775390625, 0.0005755424499511719, -0.0125579833984375, 0.02923583984375, -0.041229248046875, -0.01483917236328125, 0.042022705078125, 0.034454345703125, -0.006072998046875, -0.00554656982421875, 0.007305145263671875, 0.0065765380859375, 0.036712646484375, -0.02587890625, 0.0163116455078125, 0.042083740234375, 0.01512908935546875, 0.0220794677734375, 0.00737762451171875, -0.0194549560546875, -0.015167236328125, 0.04888916015625, -2.4616718292236328e-05, -0.019439697265625, 0.0114288330078125, -0.0130767822265625, -0.0157623291015625, -0.0038299560546875, -0.04351806640625, -0.043731689453125, -0.01873779296875, 0.022857666015625, 0.01502227783203125, 0.0210723876953125, 0.0003113746643066406, 0.04132080078125, 0.007785797119140625, 0.00847625732421875, 0.0164947509765625, 0.0313720703125, 0.0043792724609375, -0.01715087890625, 0.018798828125, 0.0146331787109375, 0.0180511474609375, 0.00940704345703125, 0.0374755859375, -0.026275634765625, 0.024871826171875, -0.0186004638671875, -0.0252227783203125, -0.041961669921875, 0.038421630859375, -0.0262603759765625, -0.020599365234375, 0.0499267578125, 0.0269927978515625, -0.013153076171875, 0.05145263671875, -0.046844482421875, -0.0223236083984375, -0.02099609375, -0.0394287109375, -0.01233673095703125, 0.00524139404296875, -0.027587890625, -0.0445556640625, 0.0135345458984375, 0.0130767822265625, 0.0085296630859375, -0.025604248046875, 0.0063018798828125, -0.0274200439453125, 0.021026611328125, -0.003406524658203125, 0.0273590087890625, 0.0093536376953125, -0.0006213188171386719, -0.0231475830078125, -0.0191802978515625, 0.006744384765625, 0.00421142578125, 0.0191802978515625, 0.024139404296875, -0.032806396484375, -0.0684814453125, 0.0056304931640625, 0.0183258056640625, -0.0186309814453125, 0.0102996826171875, 0.028717041015625, -0.0201873779296875, 0.047027587890625, 0.00844573974609375, -0.0261077880859375, -0.01485443115234375, 0.0214691162109375, 0.0234222412109375, -0.00782012939453125, -0.01004791259765625, -0.024688720703125, -0.00677490234375, 0.0095367431640625, -0.017913818359375, 0.0158843994140625, -0.02362060546875, 0.048065185546875, 0.047149658203125, -0.018280029296875, -0.067626953125, 0.009490966796875, -0.006866455078125, -0.0098114013671875, -0.006099700927734375, 0.0010051727294921875, 0.0290374755859375, -0.0250396728515625, -0.0003299713134765625, 0.0053558349609375, 0.022430419921875, -0.022308349609375, -0.0003204345703125, -0.0167999267578125, -0.02655029296875, -0.01134490966796875, 0.0205841064453125, -0.0217132568359375, -0.025115966796875, 0.0008511543273925781, 0.0009179115295410156, -0.0158538818359375, 0.0086669921875, -0.035491943359375, 0.02001953125, -0.031707763671875, 0.0208282470703125, 0.0090789794921875, -0.0010251998901367188, -0.004863739013671875, -0.0143890380859375, 0.00640106201171875, 0.0235137939453125, 0.031951904296875, -0.012847900390625, 0.0256195068359375, 0.00864410400390625, 0.01971435546875, 0.006084442138671875, 0.01168060302734375, -0.0130157470703125, 0.05145263671875, -0.04705810546875, -0.0213775634765625, 0.0033283233642578125, -0.02655029296875, -0.004302978515625, 0.00032019615173339844, -0.01483154296875, -0.029754638671875, -0.0029811859130859375, -0.01922607421875, -0.0032024383544921875, -0.01024627685546875, 0.0202484130859375, 0.01038360595703125, 0.012725830078125, -0.020050048828125, 0.03741455078125, -0.0310821533203125, 0.0092315673828125, -0.0141448974609375, 0.045166015625, 0.0007677078247070312, 0.007610321044921875, 0.0211181640625, -0.01483917236328125, -0.0001493692398071289, 0.0216064453125, 0.01898193359375, -0.008697509765625, 0.00928497314453125, 0.0026683807373046875, -0.01227569580078125, -0.024322509765625, 0.004058837890625, -0.00469207763671875, 0.0028514862060546875, -0.0078582763671875, -0.033966064453125, 0.037200927734375, -0.0006799697875976562, -0.00982666015625, 0.02569580078125, -0.01021575927734375, -0.04248046875, 0.0069732666015625, 0.037628173828125, 0.00814056396484375, 0.02301025390625, 0.03411865234375, -0.033050537109375, 0.0155181884765625, -0.08099365234375, -0.0247344970703125, -0.0147705078125, 0.0277252197265625, -0.027923583984375, 0.0382080078125, 0.008575439453125, -0.01064300537109375, 0.028411865234375, 0.004924774169921875, -0.01971435546875, -0.021484375, 0.050994873046875, 0.0014638900756835938, -0.006317138671875, -0.00830841064453125, -0.0136871337890625, -0.048431396484375, 0.01837158203125, 0.02947998046875, 0.034942626953125, 0.005870819091796875, 0.01183319091796875, 0.02783203125, -0.0246734619140625, 0.041412353515625, 0.006046295166015625, -0.001987457275390625, -0.02978515625, 0.0082550048828125, -0.02459716796875, -0.007755279541015625, 0.0210723876953125, 0.014617919921875, -0.01096343994140625, 0.0141143798828125, -0.041595458984375, -0.036376953125, -0.00698089599609375, 0.0548095703125, 0.03948974609375, -0.02569580078125, 0.0178070068359375, 0.0250396728515625, -0.05133056640625, -0.01360321044921875, -0.0032215118408203125, 0.04656982421875, -0.0133514404296875, -0.00165557861328125, -0.044708251953125, 0.02032470703125, -0.0302581787109375, -0.00623321533203125, 0.01247406005859375, 0.01361846923828125, -0.01213836669921875, -0.033416748046875, -0.20556640625, 0.04345703125, 0.028900146484375, 0.283447265625, 0.027374267578125, -0.0146636962890625, -0.053375244140625, 0.0294036865234375, -0.0151824951171875, 0.019775390625, -0.00206756591796875, -0.042510986328125, -0.0012464523315429688, -0.022796630859375, -0.029205322265625, -0.022796630859375, 0.013763427734375, -0.045623779296875, 0.0282440185546875, 0.061614990234375, 0.0107269287109375, 0.005931854248046875, 0.035980224609375, -0.00792694091796875, 0.0279083251953125, 0.0038433074951171875, -0.04449462890625, -0.0015773773193359375, -0.01126861572265625, -0.00981903076171875, 0.0036163330078125, -0.0288543701171875, 0.2144775390625, -0.044403076171875, 0.01346588134765625, -0.01319122314453125, 0.0026264190673828125, 0.0208740234375, -0.0021381378173828125, 0.03271484375, -0.0251617431640625, -0.020263671875, -0.03912353515625, 0.0390625, 0.006862640380859375, 0.036834716796875, -0.0182952880859375, -0.05096435546875, 0.0169830322265625, 0.0178680419921875, 0.0281982421875, -0.05413818359375, -0.07269287109375, 0.018798828125, 0.013214111328125, -0.0158843994140625, 0.00400543212890625, 0.021636962890625, 0.01181793212890625, -0.040557861328125, -0.009307861328125, 0.010986328125, 0.00038743019104003906, 0.0223236083984375, 0.040069580078125, -0.0003063678741455078, 0.0030422210693359375, 0.0423583984375, 0.0033740997314453125, 0.039459228515625, 0.04345703125, -0.035400390625, 0.020172119140625, -0.0274658203125, 0.024871826171875, 0.0174102783203125, 0.00330352783203125, -0.006237030029296875, -0.00717926025390625, 0.0194854736328125, -0.01374053955078125, 0.03839111328125, 0.05963134765625, 0.00318145751953125, -0.004673004150390625, -0.0281219482421875, 0.03839111328125, -0.029388427734375, 0.0009160041809082031, 0.0032138824462890625, -0.043304443359375, -0.0005941390991210938, 0.065185546875, -0.0419921875, -0.01119232177734375, -0.01666259765625, 0.00641632080078125, -0.0104522705078125, 0.0208892822265625, -0.0290374755859375, 0.014556884765625, -0.0201873779296875, -0.0181427001953125, -0.00312042236328125, -0.00983428955078125, -0.0408935546875, -0.029541015625, 0.019744873046875, 0.0171966552734375, -0.01995849609375, -0.0223541259765625, -0.019073486328125, -0.01074981689453125, 0.03106689453125, 0.0039520263671875, -0.010986328125, -0.012481689453125, -0.020721435546875, 0.0008068084716796875, 0.049560546875, 0.0074462890625, -0.00970458984375, -0.028076171875, -0.004245758056640625, 0.047515869140625, -0.00736236572265625, 0.02874755859375, -0.01316070556640625, -0.00470733642578125, -0.00171661376953125, -0.016357421875, 0.0182647705078125, 0.005340576171875, -0.00835418701171875, -0.0220794677734375, 0.012664794921875, -0.02490234375, -0.0269775390625, -0.00848388671875, 0.01375579833984375, 0.044647216796875, 0.0303192138671875, -0.0218658447265625, 0.00370025634765625, -0.0019292831420898438, -0.01277923583984375, 0.0208282470703125, -0.06671142578125, 0.0273590087890625, 0.01329803466796875, -0.034698486328125, 0.0135955810546875, -0.003406524658203125, 0.0226287841796875, 0.043975830078125, -0.006870269775390625, 0.0288543701171875, 0.005809783935546875, 0.01203155517578125, 0.03887939453125, 0.01629638671875, 0.01158905029296875, 0.037017822265625, -0.00946807861328125, -0.010345458984375, 0.0006146430969238281, 0.00473785400390625, -0.02142333984375, 0.006938934326171875, 0.0112152099609375, -0.002544403076171875, 0.029815673828125, -0.021881103515625, -0.00778961181640625, 0.007568359375, 0.058197021484375, -0.0301361083984375, -0.01345062255859375, 0.0345458984375, 0.0152435302734375, 0.006443023681640625, -0.01306915283203125, 0.0251617431640625, -0.060394287109375, 0.00234222412109375, 0.01305389404296875, 0.005283355712890625, 0.016571044921875, -0.0014963150024414062, 0.0012426376342773438, -0.035064697265625, 0.0243377685546875, 0.0184326171875, 0.01381683349609375, 0.000858306884765625, -0.0158233642578125, -0.048370361328125, 0.051971435546875, -0.058074951171875, -0.02056884765625, 0.0027065277099609375, 0.008697509765625, 0.0325927734375, 0.0221099853515625, -0.112548828125, 0.02587890625, -0.001018524169921875, -0.0013904571533203125, 0.004917144775390625, -0.0474853515625, 0.0074005126953125], index=0, object='embedding'), Embedding(embedding=[0.0002655982971191406, -0.0003104209899902344, 4.9948692321777344e-05, 0.0004737377166748047, -0.00016820430755615234, -0.00025272369384765625, -4.7266483306884766e-05, 0.00016868114471435547, 0.00044083595275878906, -2.372264862060547e-05, 6.890296936035156e-05, 0.00034356117248535156, 0.0005745887756347656, 4.696846008300781e-05, -0.00019788742065429688, -0.000308990478515625, 0.00025010108947753906, -0.00014352798461914062, -0.00019109249114990234, 0.00023066997528076172, 0.0002104043960571289, 0.0003521442413330078, -0.00037932395935058594, -0.0002453327178955078, 0.00016546249389648438, -0.0004286766052246094, -0.00018107891082763672, -0.0005440711975097656, -4.6372413635253906e-05, 7.581710815429688e-05, -0.0004363059997558594, 0.0004551410675048828, 0.000274658203125, 0.00011408329010009766, 0.0005016326904296875, 0.0002827644348144531, 0.00044345855712890625, -0.00018024444580078125, 0.0002384185791015625, -0.0006661415100097656, -0.00018405914306640625, 0.00015497207641601562, 0.00016629695892333984, 0.00020301342010498047, 0.0002027750015258789, 0.0001876354217529297, 9.918212890625e-05, -6.121397018432617e-05, -0.00029540061950683594, -0.0001647472381591797, 0.00025463104248046875, -2.5987625122070312e-05, 3.898143768310547e-05, 0.00018334388732910156, -7.921457290649414e-05, 0.0002770423889160156, -0.0004858970642089844, -2.849102020263672e-05, -8.636713027954102e-05, -0.00019216537475585938, -0.0007457733154296875, 0.00019180774688720703, -0.00028777122497558594, 0.0004191398620605469, 0.0003216266632080078, 0.0003783702850341797, -0.0003657341003417969, 0.00012636184692382812, -9.930133819580078e-05, 0.0002484321594238281, -0.001071929931640625, -0.0003867149353027344, 0.0003905296325683594, 0.0006899833679199219, -0.0001475811004638672, 0.0007038116455078125, -7.236003875732422e-05, -0.00015425682067871094, -0.0002491474151611328, 0.00039196014404296875, -7.94529914855957e-05, -0.00026988983154296875, -0.00016748905181884766, -0.00012993812561035156, 0.00016641616821289062, -0.0003147125244140625, -0.00048065185546875, 8.881092071533203e-05, -0.00026607513427734375, 0.00060272216796875, 0.00021266937255859375, -0.0002543926239013672, -2.9325485229492188e-05, 8.147954940795898e-05, -0.0004703998565673828, -0.0008153915405273438, 2.9802322387695312e-05, 0.00021898746490478516, 4.696846008300781e-05, -0.00028443336486816406, -0.00014579296112060547, 0.00011271238327026367, -0.0001811981201171875, 0.00020360946655273438, 0.0004172325134277344, 0.00048232078552246094, 0.00017786026000976562, -0.0003020763397216797, 0.00020813941955566406, -3.802776336669922e-05, -0.00016069412231445312, 0.0006489753723144531, -3.9637088775634766e-05, 2.944469451904297e-05, -0.0002522468566894531, -7.814168930053711e-05, -1.9371509552001953e-05, -0.00028514862060546875, -0.00021588802337646484, 0.0003342628479003906, 3.0159950256347656e-05, -5.125999450683594e-06, -0.0002999305725097656, -0.0003032684326171875, -6.41942024230957e-05, -0.0009279251098632812, -1.806020736694336e-05, 0.0001760721206665039, -0.0003695487976074219, 0.00014889240264892578, 5.91278076171875e-05, -0.00017178058624267578, 0.0004184246063232422, 0.00016117095947265625, 0.00016427040100097656, 0.00010162591934204102, 0.00016367435455322266, -0.0004127025604248047, 0.0005092620849609375, 4.0650367736816406e-05, 6.181001663208008e-05, 0.00027370452880859375, -4.875659942626953e-05, 0.00030732154846191406, -0.00020313262939453125, -0.0001876354217529297, -0.0001518726348876953, 0.0005030632019042969, -9.238719940185547e-05, 0.0004341602325439453, -0.0008792877197265625, 0.00016999244689941406, -1.1920928955078125e-07, 0.0003294944763183594, 0.00031065940856933594, 2.199411392211914e-05, 2.485513687133789e-05, -7.772445678710938e-05, 0.00013446807861328125, 0.00010019540786743164, -5.4836273193359375e-05, -0.0003859996795654297, 0.00025463104248046875, -9.906291961669922e-05, -0.00012069940567016602, 0.0005831718444824219, -0.00023293495178222656, -0.00014519691467285156, 5.0067901611328125e-05, -0.0003478527069091797, -4.184246063232422e-05, -6.16312026977539e-05, -0.00015401840209960938, 0.00031566619873046875, 0.00018274784088134766, -9.399652481079102e-05, 0.00054168701171875, 0.00010639429092407227, 0.0002987384796142578, -4.285573959350586e-05, 0.00014400482177734375, -0.0002484321594238281, 0.0001462697982788086, 0.0003490447998046875, 1.9669532775878906e-05, 0.0001430511474609375, 0.00012803077697753906, -0.0005555152893066406, 0.00031065940856933594, -1.2278556823730469e-05, -0.00016772747039794922, -0.0005755424499511719, 4.285573959350586e-05, -0.00020170211791992188, -0.00027298927307128906, -4.166364669799805e-05, -7.349252700805664e-05, -0.0002435445785522461, 7.271766662597656e-05, -0.0005168914794921875, 0.0007266998291015625, -5.561113357543945e-05, -3.832578659057617e-05, -8.863210678100586e-05, -0.0006914138793945312, -5.137920379638672e-05, 0.00018310546875, 1.3649463653564453e-05, 0.00043702125549316406, -0.0001010894775390625, -0.0002434253692626953, -0.0003070831298828125, -0.00019741058349609375, -4.5359134674072266e-05, 3.999471664428711e-05, 3.898143768310547e-05, -0.0001615285873413086, -7.051229476928711e-05, 4.7206878662109375e-05, -0.00035452842712402344, -0.0002818107604980469, 0.00015878677368164062, 0.00021898746490478516, -9.715557098388672e-05, 0.0002942085266113281, -0.00046706199645996094, 0.000293731689453125, -9.60230827331543e-05, -0.00016736984252929688, -0.0005159378051757812, -0.00013267993927001953, -2.6166439056396484e-05, 0.0002543926239013672, -2.9802322387695312e-06, -0.00041604042053222656, -8.994340896606445e-05, -0.0005011558532714844, -1.245737075805664e-05, 0.0002455711364746094, 0.0004839897155761719, -0.00027298927307128906, 0.00014865398406982422, 0.0005021095275878906, 0.0003085136413574219, 0.00045228004455566406, 0.0003464221954345703, -0.00010192394256591797, -8.970499038696289e-05, 3.337860107421875e-05, 6.145238876342773e-05, 4.38690185546875e-05, 0.00021839141845703125, 2.8192996978759766e-05, -6.723403930664062e-05, 0.0001728534698486328, 0.00010335445404052734, 0.0001583099365234375, -0.00029969215393066406, -0.0004754066467285156, -0.0005421638488769531, -0.0003559589385986328, -0.0005307197570800781, -0.00095367431640625, 7.593631744384766e-05, 3.6776065826416016e-05, 7.367134094238281e-05, 8.028745651245117e-05, 1.6391277313232422e-05, 0.0002968311309814453, 3.707408905029297e-05, 0.00012540817260742188, -1.1861324310302734e-05, 0.0002923011779785156, -3.5762786865234375e-05, 0.0004405975341796875, -0.00012767314910888672, 0.0001976490020751953, 0.00011670589447021484, -0.00043129920959472656, 0.0001443624496459961, -5.823373794555664e-05, 1.6748905181884766e-05, 7.69495964050293e-05, 9.453296661376953e-05, -0.00039696693420410156, 0.00011175870895385742, 0.00031828880310058594, 1.2278556823730469e-05, 0.0006899833679199219, 0.00020301342010498047, 0.00017821788787841797, -5.698204040527344e-05, 4.607439041137695e-05, 0.00011110305786132812, 0.0002551078796386719, 0.0008592605590820312, -1.9490718841552734e-05, 4.26173210144043e-05, -0.0002620220184326172, -0.00013697147369384766, -1.055002212524414e-05, -0.0003325939178466797, -0.0001316070556640625, -0.000774383544921875, -6.22868537902832e-05, 0.0007152557373046875, 4.482269287109375e-05, -0.0004088878631591797, -3.165006637573242e-05, 0.000247955322265625, -4.976987838745117e-05, 0.00018417835235595703, -0.00011998414993286133, 0.0003604888916015625, -4.667043685913086e-05, 4.70280647277832e-05, 0.00044417381286621094, 0.00024211406707763672, -4.124641418457031e-05, -0.0002448558807373047, 1.049041748046875e-05, -4.3451786041259766e-05, -5.14984130859375e-05, -0.00035953521728515625, -0.0008368492126464844, -0.00016629695892333984, 0.002681732177734375, -0.0007929801940917969, -0.0002956390380859375, 0.0003139972686767578, -0.00023305416107177734, 0.0003962516784667969, -5.5730342864990234e-05, 4.1484832763671875e-05, 0.0005393028259277344, -0.00015234947204589844, 0.0001862049102783203, 7.528066635131836e-05, -0.00012040138244628906, -0.0004558563232421875, -6.461143493652344e-05, -0.00019919872283935547, -8.857250213623047e-05, -0.00026988983154296875, -7.50422477722168e-05, -0.00018203258514404297, -0.00027489662170410156, -6.884336471557617e-05, -0.0003714561462402344, 0.00013637542724609375, 0.0006518363952636719, 6.937980651855469e-05, 0.00011450052261352539, -0.00011473894119262695, -7.075071334838867e-05, -0.00038170814514160156, 9.846687316894531e-05, 0.0005817413330078125, -0.0005612373352050781, -0.00043654441833496094, 0.0002970695495605469, -0.00012755393981933594, -1.4543533325195312e-05, 7.12275505065918e-05, 0.00036835670471191406, 0.00026988983154296875, 5.352497100830078e-05, -0.00029277801513671875, -0.0010356903076171875, -1.5556812286376953e-05, 2.396106719970703e-05, 0.00018715858459472656, -0.00013589859008789062, 8.26716423034668e-05, 3.0338764190673828e-05, -0.00037789344787597656, -7.003545761108398e-05, 0.00052642822265625, -0.0003139972686767578, 0.0005626678466796875, -0.0003497600555419922, 0.0005078315734863281, 0.00010210275650024414, 0.00016224384307861328, 0.0002605915069580078, 4.595518112182617e-05, 0.0004565715789794922, 6.335973739624023e-05, -0.00020360946655273438, 0.0007085800170898438, -0.00011688470840454102, 0.00017011165618896484, -0.0007157325744628906, -0.0003590583801269531, -0.0003991127014160156, 3.802776336669922e-05, -5.5789947509765625e-05, -5.030632019042969e-05, -0.00041604042053222656, -0.0007452964782714844, 0.0007863044738769531, 0.00024819374084472656, 0.0001214146614074707, -0.00011670589447021484, -2.6941299438476562e-05, -0.00016176700592041016, -0.0003237724304199219, -0.0003032684326171875, 0.0002589225769042969, 0.0001806020736694336, 0.00019788742065429688, -0.00030040740966796875, 0.00039505958557128906, 0.0007672309875488281, 0.00029397010803222656, -0.0004296302795410156, 1.0311603546142578e-05, -0.00010460615158081055, 0.0002378225326538086, -0.0005240440368652344, -0.00039315223693847656, 0.00026488304138183594, 3.1948089599609375e-05, 8.946657180786133e-05, 2.562999725341797e-05, -0.00039267539978027344, -9.423494338989258e-05, -0.00022470951080322266, 0.00021898746490478516, 0.0002353191375732422, 0.0003809928894042969, 0.0002913475036621094, 0.0003046989440917969, -0.0006022453308105469, -0.0002129077911376953, 5.4776668548583984e-05, -0.00011837482452392578, 0.000370025634765625, -0.00022220611572265625, -9.626150131225586e-05, -0.0004241466522216797, 5.59687614440918e-05, -0.0002503395080566406, -0.00030541419982910156, -0.0001499652862548828, -3.129243850708008e-05, 0.00010895729064941406, -0.0003349781036376953, -0.0004684925079345703, -0.0005216598510742188, -0.000164031982421875, 0.0002765655517578125, 0.00021266937255859375, -0.0002598762512207031, -0.0006394386291503906, -0.0005273818969726562, -0.00012069940567016602, 0.0002256631851196289, 9.208917617797852e-05, 0.0002446174621582031, 2.1219253540039062e-05, -8.344650268554688e-05, 0.0003211498260498047, 0.00012934207916259766, -0.00012862682342529297, -0.0005421638488769531, -3.701448440551758e-05, 3.892183303833008e-05, -0.0002548694610595703, 0.00011533498764038086, 0.00011092424392700195, -0.00028514862060546875, 0.00042176246643066406, -1.3947486877441406e-05, -0.0003666877746582031, -0.00015461444854736328, 0.001148223876953125, -0.0003058910369873047, 7.50422477722168e-05, 0.00028395652770996094, -8.344650268554688e-06, 1.138448715209961e-05, -0.00011652708053588867, 0.0004487037658691406, -0.00041794776916503906, -0.00017321109771728516, 0.0004475116729736328, 0.0004208087921142578, 0.0004508495330810547, -0.000774383544921875, -9.179115295410156e-06, 0.0005478858947753906, -5.728006362915039e-05, 0.000244140625, -0.0005311965942382812, -0.0005207061767578125, 7.474422454833984e-05, -0.0003974437713623047, -4.4465065002441406e-05, -0.0002894401550292969, -0.00041222572326660156, 0.00017726421356201172, 0.00029850006103515625, -3.319978713989258e-05, -0.00036978721618652344, 1.4841556549072266e-05, -0.0004227161407470703, -0.0004382133483886719, 0.00033783912658691406, -8.404254913330078e-05, 0.0002899169921875, -0.0003497600555419922, -2.09808349609375e-05, -0.0003154277801513672, -0.0001093745231628418, 0.00039577484130859375, 0.0003409385681152344, 2.4437904357910156e-06, -0.0002410411834716797, -0.0001245737075805664, -0.0002187490463256836, 0.00021529197692871094, 0.0003094673156738281, 0.0002570152282714844, 0.0009369850158691406, -0.0002777576446533203, -0.0001684427261352539, -0.0005269050598144531, 0.00042724609375, 0.0002053976058959961, 0.00016105175018310547, -0.00010889768600463867, 1.5676021575927734e-05, -0.0006089210510253906, -6.467103958129883e-05, 0.00038814544677734375, -0.0005664825439453125, -2.104043960571289e-05, -0.00014066696166992188, -0.0003864765167236328, -0.0006856918334960938, 0.00023567676544189453, -0.0007171630859375, 7.486343383789062e-05, 5.066394805908203e-06, 0.0005207061767578125, -0.0003674030303955078, -7.605552673339844e-05, -7.158517837524414e-05, -0.00015628337860107422, 0.00040149688720703125, 2.3603439331054688e-05, 0.00011605024337768555, 0.0004150867462158203, 0.0005960464477539062, -0.00011038780212402344, 0.0002524852752685547, -0.0002734661102294922, 0.00019121170043945312, 0.00026702880859375, 0.0004608631134033203, 0.0004248619079589844, -0.0006275177001953125, 4.971027374267578e-05, -0.0001226663589477539, -5.6624412536621094e-05, -7.963180541992188e-05, 0.0004124641418457031, 0.0005044937133789062, 0.0001513957977294922, -0.00023245811462402344, 0.0004730224609375, 0.00021517276763916016, -0.0004150867462158203, 0.00017011165618896484, -9.059906005859375e-06, -0.0005431175231933594, 0.0001761913299560547, 0.0005669593811035156, 0.0001285076141357422, -4.351139068603516e-06, 0.00033211708068847656, 0.0003578662872314453, 0.00040078163146972656, -0.0001766681671142578, 0.0003764629364013672, 0.0003497600555419922, -0.000308990478515625, -6.73532485961914e-05, -0.0006136894226074219, 0.00058746337890625, 3.3736228942871094e-05, 0.0003495216369628906, 0.0003142356872558594, -9.387731552124023e-05, -9.191036224365234e-05, -5.91278076171875e-05, 6.61015510559082e-05, 0.00024116039276123047, -0.00019681453704833984, 0.0001461505889892578, 0.00010323524475097656, -0.00015079975128173828, 0.00028824806213378906, -0.00016951560974121094, -9.071826934814453e-05, 0.0003578662872314453, -0.0002429485321044922, -0.00011026859283447266, -0.0002065896987915039, -0.0002620220184326172, 0.00030612945556640625, -0.00015676021575927734, -0.0005831718444824219, -9.799003601074219e-05, -0.0002799034118652344, 0.0004298686981201172, -0.00026607513427734375, -0.0006117820739746094, -0.00010007619857788086, -0.0003285408020019531, 5.1021575927734375e-05, 5.304813385009766e-06, 6.246566772460938e-05, 0.00011289119720458984, 0.0005645751953125, 0.0005116462707519531, 0.00037860870361328125, 2.9027462005615234e-05, -0.00010824203491210938, 3.606081008911133e-05, -0.000354766845703125, -0.0005841255187988281, -0.0003612041473388672, 0.00010848045349121094, 1.806020736694336e-05, -0.001544952392578125, 0.00017273426055908203, -0.0003421306610107422, 6.973743438720703e-05, -0.00022721290588378906, 0.0001862049102783203, -0.00010007619857788086, 9.775161743164062e-06, -0.0001575946807861328, 3.337860107421875e-06, -0.00027108192443847656, 6.020069122314453e-05, -0.00024044513702392578, -6.633996963500977e-05, -0.0003135204315185547, -0.00030231475830078125, 0.00043511390686035156, 0.00017011165618896484, 0.0010442733764648438, -0.0001723766326904297, 1.2814998626708984e-05, 0.00018095970153808594, 9.441375732421875e-05, -0.0006403923034667969, 0.0003764629364013672, 0.00017333030700683594, -0.00035071372985839844, 8.559226989746094e-05, -6.955862045288086e-05, 0.00037097930908203125, -5.054473876953125e-05, 0.00027942657470703125, 0.00036525726318359375, -0.00018727779388427734, 0.0002925395965576172, 0.0002474784851074219, -0.00018286705017089844, 0.00014507770538330078, 5.078315734863281e-05, -0.0006895065307617188, 0.0001232624053955078, -0.0004963874816894531, 0.0004353523254394531, 0.0003705024719238281, 0.00040411949157714844, 3.7670135498046875e-05, 0.00016629695892333984, -7.396936416625977e-05, 1.0728836059570312e-06, -3.510713577270508e-05, -0.0003311634063720703, -0.00010532140731811523, 0.0003731250762939453, -0.0007653236389160156, 0.00011324882507324219, -0.0003447532653808594, 0.0003113746643066406, 0.0008029937744140625, 9.113550186157227e-05, -0.00047588348388671875, -0.00012564659118652344, -0.0002574920654296875, -5.1856040954589844e-05, 0.0002484321594238281, 2.664327621459961e-05, 0.0002009868621826172, 0.0004241466522216797, 0.00011622905731201172, -0.0005006790161132812, 0.00028395652770996094, 5.030632019042969e-05, -0.000377655029296875, 9.500980377197266e-05, 0.00020623207092285156, -0.0005846023559570312, -0.00032973289489746094, 8.219480514526367e-05, -0.0001405477523803711, 0.00046324729919433594, -0.0009751319885253906, -0.00022673606872558594, -0.0001995563507080078, -0.000980377197265625, -0.0002982616424560547, -7.599592208862305e-05, 8.255243301391602e-05, 0.00016355514526367188, 0.0005192756652832031, -0.0002111196517944336, 0.00010061264038085938, 2.872943878173828e-05, -0.0005321502685546875, 0.0002410411834716797, -0.00010579824447631836, -0.0001055598258972168, -0.00015032291412353516, -0.00014400482177734375, -0.0007157325744628906, 7.152557373046875e-05, -0.0005769729614257812, 9.870529174804688e-05, 0.00037789344787597656, 0.0003371238708496094, -8.189678192138672e-05, -7.337331771850586e-05, 0.00021839141845703125, 0.00015425682067871094, -0.00010126829147338867, 0.0005106925964355469, 0.0001685619354248047, 0.0002193450927734375, 3.504753112792969e-05, 0.0002224445343017578, -0.0019102096557617188, -0.0005040168762207031, 0.000186920166015625, 0.00019693374633789062, -0.00039386749267578125, -0.00013506412506103516, -1.0967254638671875e-05, -0.00014078617095947266, -0.000568389892578125, 0.0001709461212158203, -0.00016200542449951172, -0.0004534721374511719, 8.022785186767578e-05, -0.0003437995910644531, 1.3709068298339844e-05, 4.6372413635253906e-05, -0.00021541118621826172, -0.00038242340087890625, -0.0010623931884765625, 5.7697296142578125e-05, 0.0003445148468017578, -0.0001684427261352539, -0.0003485679626464844, -0.00023257732391357422, -0.00027060508728027344, -0.0005168914794921875, -0.0018711090087890625, -0.0005240440368652344, 0.00029540061950683594, -0.0002906322479248047, 4.941225051879883e-05, 0.00015425682067871094, -5.137920379638672e-05, 0.00017833709716796875, 7.641315460205078e-05, 9.97781753540039e-05, 0.0010700225830078125, 0.00014197826385498047, 0.00019752979278564453, -0.00018930435180664062, -0.00024700164794921875, -0.0003917217254638672, -1.1920928955078125e-05, 0.0006146430969238281, 0.00011336803436279297, -2.8073787689208984e-05, 0.0008153915405273438, 0.0005574226379394531, -0.00031065940856933594, -5.525350570678711e-05, 0.0004100799560546875, 1.4603137969970703e-05, 0.00022232532501220703, 0.0003657341003417969, 0.00025177001953125, 0.0004935264587402344, -0.0005807876586914062, -0.00010436773300170898, -0.00028014183044433594, 3.540515899658203e-05, 0.0001150965690612793, 0.0006995201110839844, -0.00013446807861328125, -0.0001537799835205078, 0.000545501708984375, -2.4437904357910156e-06, 0.0003764629364013672, -0.0005612373352050781, -9.059906005859375e-05, -0.00031447410583496094, 4.494190216064453e-05, -0.00022268295288085938, -0.0007696151733398438, -0.00019216537475585938, 0.0004279613494873047, -0.0002237558364868164, 0.000316619873046875, 0.000396728515625, -0.0003223419189453125, 0.0002429485321044922, 0.0003445148468017578, 0.0007395744323730469, 5.960464477539063e-08, 0.0002567768096923828, -0.0003361701965332031, 4.410743713378906e-06, 0.00026106834411621094, 0.0010213851928710938, 9.578466415405273e-05, -0.0003211498260498047, -0.0001068115234375, -0.00014221668243408203, 0.00038814544677734375, 0.0003037452697753906, 3.796815872192383e-05, 0.00017142295837402344, -0.000507354736328125, -0.0004112720489501953, 0.00011223554611206055, -0.0006499290466308594, 9.60230827331543e-05, 7.748603820800781e-05, 0.0003764629364013672, -0.00018787384033203125, -2.7000904083251953e-05, 0.0004668235778808594, -8.541345596313477e-05, 0.00022482872009277344, -0.0001900196075439453, 1.2695789337158203e-05, 7.849931716918945e-05, -0.0001938343048095703, 0.00011461973190307617, -0.00020682811737060547, -0.0002696514129638672, -6.318092346191406e-06, 0.0001291036605834961, -9.632110595703125e-05, -0.00018107891082763672, 0.0003380775451660156, 4.267692565917969e-05, -0.00016772747039794922, -3.230571746826172e-05, 0.0004248619079589844, -0.00014638900756835938, -0.00021064281463623047, 0.00023293495178222656, 0.00038313865661621094, -0.0001245737075805664, 0.00017654895782470703, 5.269050598144531e-05, -0.00036716461181640625, 7.152557373046875e-05, -0.0005717277526855469, -2.300739288330078e-05, 0.0002543926239013672, -0.0001571178436279297, 0.0002219676971435547, 0.00013053417205810547, -0.00017642974853515625, -0.00014841556549072266, -3.0517578125e-05, 0.00042176246643066406, 0.00019121170043945312, 5.334615707397461e-05, -0.00019562244415283203, -0.00028443336486816406, -7.05718994140625e-05, 0.0003631114959716797, 0.00010496377944946289, -4.756450653076172e-05, 4.57763671875e-05, -0.00017070770263671875, 0.00017392635345458984, 0.00038504600524902344, 0.00023567676544189453, 0.00013256072998046875, -0.00017881393432617188, 0.0002849102020263672, 0.0006489753723144531, -0.0002899169921875, 0.0003669261932373047, 0.0002636909484863281, 0.00042438507080078125, -5.1856040954589844e-05, 3.9577484130859375e-05, -0.0003705024719238281, -0.0002598762512207031, 0.00010538101196289062, 0.0006098747253417969, 0.00022530555725097656, -2.8371810913085938e-05, -8.45193862915039e-05, -0.00011712312698364258, 0.0005235671997070312, 0.0002084970474243164, 0.0007028579711914062, 0.00017774105072021484, -0.00015056133270263672, 0.00017058849334716797, -0.00032639503479003906, -5.21540641784668e-05, -0.0002034902572631836, -8.52346420288086e-05, 3.719329833984375e-05, 0.00035858154296875, 5.245208740234375e-05, 0.00011116266250610352, -0.0004487037658691406, -0.00038743019104003906, -0.00015497207641601562, 0.0003345012664794922, 0.00010949373245239258, -0.00029850006103515625, -0.0006232261657714844, 0.0003247261047363281, -0.00017368793487548828, 5.078315734863281e-05, 0.000457763671875, -8.726119995117188e-05, 0.00023436546325683594, -0.00024700164794921875, -0.00018656253814697266, 0.00015652179718017578, 2.193450927734375e-05, 0.00034356117248535156, -0.00015175342559814453, 0.00019431114196777344, 0.00035834312438964844, 0.00028586387634277344, -0.0003859996795654297, 0.00095367431640625, 4.13060188293457e-05, -0.0002503395080566406, -6.54458999633789e-05, -0.00011801719665527344, 0.0002961158752441406, 0.0002791881561279297, -0.0001614093780517578, 2.7477741241455078e-05, -0.0010395050048828125, 0.00015366077423095703, -0.0002758502960205078, -0.0001652240753173828, 0.00037169456481933594, 1.0728836059570312e-05, -0.0005130767822265625, 0.00012117624282836914, -0.0003185272216796875, 4.214048385620117e-05, 0.0003292560577392578, 7.426738739013672e-05, 2.753734588623047e-05, -5.525350570678711e-05, -0.0001704692840576172, 0.00010675191879272461, -0.0003712177276611328, 0.0008382797241210938, -0.00010526180267333984, -4.3272972106933594e-05, -0.00011157989501953125, -1.3768672943115234e-05, -0.00032138824462890625, 0.00011223554611206055, -0.0001990795135498047, 0.00021779537200927734, 0.00032830238342285156, -4.750490188598633e-05, 0.00014734268188476562, -0.00026535987854003906, 0.00034809112548828125, -0.0004038810729980469, 0.00010311603546142578, -0.00014829635620117188, 0.0003387928009033203, -0.00017571449279785156, -0.00010007619857788086, -0.0002911090850830078, -7.933378219604492e-05, -0.0002925395965576172, 0.00011670589447021484, 1.8835067749023438e-05, -0.000885009765625, -0.0002415180206298828, 7.921457290649414e-05, 0.0001596212387084961, -0.0023975372314453125, -0.00019943714141845703, -0.000652313232421875, 0.00026726722717285156, -0.00017976760864257812, -0.00020456314086914062, 0.00020885467529296875, -0.0005087852478027344, -0.00040030479431152344], index=1, object='embedding')]

Using Langchain:

Copy
Copied!

            
            from langchain_openai import OpenAIEmbeddings

embeddings = OpenAIEmbeddings(base_url="http://0.0.0.0:8000/v1",
                            model="nvidia/nvclip-vit-h-14",
                            api_key="not-used",
                            check_embedding_ctx_length=False)


vector = embeddings.embed_query("What is langchain?")
print(vector)

#prints
# [0.03668212890625, 0.007617950439453125, 0.00801849365234375, 0.004749298095703125, -0.027130126953125, -0.034027099609375, 0.006107330322265625, -0.0175933837890625, -0.0445556640625, -0.006320953369140625, -0.020965576171875, 0.007778167724609375, 0.01313018798828125, 0.032623291015625, 0.00470733642578125, -0.00047516822814941406, 0.0070343017578125, -0.010955810546875, -4.0411949157714844e-05, 0.018829345703125, 0.018585205078125, 0.005413055419921875, 0.023590087890625, 0.036102294921875, -0.01611328125, 0.0030536651611328125, -0.01317596435546875, -0.0545654296875, 0.01279449462890625, -0.0269012451171875, 0.05267333984375, 0.0002636909484863281, 0.035614013671875, -0.036773681640625, -0.0584716796875, -0.0027027130126953125, 0.043975830078125, 0.0171966552734375, 0.029327392578125, 0.01250457763671875, 0.0042877197265625, -0.0062713623046875, 0.00461578369140625, -0.07025146484375, 0.0062408447265625, 0.006195068359375, -0.010284423828125, 0.00279998779296875, 0.00713348388671875, 0.0078887939453125, 0.02484130859375, -0.007526397705078125, 0.039520263671875, 0.044219970703125, 0.0190582275390625, -0.02734375, -0.0007786750793457031, 0.04864501953125, -0.0035114288330078125, 0.04388427734375, 0.024169921875, 0.03485107421875, 0.0033092498779296875, -0.1744384765625, 0.0014247894287109375, -0.00262451171875, 0.004638671875, 0.005184173583984375, -0.02069091796875, 0.00988006591796875, 0.0249481201171875, 0.01143646240234375, 0.01497650146484375, -0.0001226663589477539, -0.004108428955078125, -0.0226593017578125, -0.0162200927734375, -0.0258636474609375, 0.0195159912109375, -0.003635406494140625, -0.0287628173828125, 0.00601959228515625, 0.049468994140625, -0.0026702880859375, -0.02593994140625, -0.00909423828125, 0.0080413818359375, 0.031036376953125, 0.006595611572265625, -0.051055908203125, -0.021087646484375, 0.0238494873046875, -0.01107025146484375, 0.0184173583984375, 0.0017614364624023438, -0.0020542144775390625, 0.0212249755859375, -0.006832122802734375, -0.01605224609375, -0.00608062744140625, -0.01499176025390625, -0.0028533935546875, 0.03204345703125, -0.0261077880859375, 0.00951385498046875, -0.00601959228515625, -0.0013380050659179688, 0.02398681640625, -0.0023593902587890625, 0.03131103515625, 0.0039825439453125, 0.0011272430419921875, 0.00370025634765625, 0.0537109375, -0.005584716796875, -0.008941650390625, 0.019805908203125, -0.024993896484375, -0.0003695487976074219, 0.005092620849609375, -0.0163726806640625, -0.0026912689208984375, -0.0274200439453125, 0.00928497314453125, 0.056793212890625, 0.005062103271484375, 0.0015954971313476562, 0.0231475830078125, 0.0369873046875, -0.007236480712890625, 0.00986480712890625, 0.01509857177734375, 0.0023956298828125, -0.00215911865234375, -0.00600433349609375, 0.037109375, 0.028778076171875, -0.0125274658203125, 0.014862060546875, 0.0168609619140625, -0.0158538818359375, 0.016632080078125, -0.0149993896484375, 0.00725555419921875, -0.0092926025390625, 0.01393890380859375, 0.01715087890625, 0.002193450927734375, 0.00376129150390625, 0.0083770751953125, -0.0204315185546875, -0.0186614990234375, -0.0125732421875, -0.009521484375, -0.0231781005859375, -0.006175994873046875, 0.00850677490234375, -0.01727294921875, 0.021575927734375, 0.004238128662109375, -0.0011701583862304688, 0.02197265625, 0.00382232666015625, -0.04791259765625, -0.016021728515625, 0.06329345703125, 0.0545654296875, 0.0181732177734375, -0.01105499267578125, -0.001552581787109375, 0.016143798828125, -0.021026611328125, 0.0230560302734375, 0.0028438568115234375, -0.0036449432373046875, -0.0106048583984375, -0.0085601806640625, 0.017303466796875, 0.0236663818359375, 0.00904083251953125, -0.0216217041015625, -0.007801055908203125, 0.0085601806640625, -0.018310546875, 0.00508880615234375, -0.00675201416015625, 0.00795745849609375, -0.01910400390625, -0.045989990234375, 0.0241851806640625, -0.0222320556640625, 0.029693603515625, 0.0168304443359375, 0.0309906005859375, 0.029693603515625, 0.0198974609375, -0.035797119140625, -0.01959228515625, -0.010162353515625, 0.0220947265625, 0.021697998046875, 0.007205963134765625, 0.00786590576171875, -0.034942626953125, -0.0186309814453125, 0.024627685546875, 0.0298614501953125, -0.010223388671875, -0.0019350051879882812, -0.00524139404296875, -0.037322998046875, -0.017669677734375, -0.010406494140625, 0.01309967041015625, -0.00859832763671875, 0.029510498046875, -0.017303466796875, -0.03851318359375, -0.017242431640625, 0.0002980232238769531, -0.0253753662109375, -0.0189971923828125, -0.00722503662109375, -0.00737762451171875, -0.0100555419921875, -0.0076904296875, -0.0013828277587890625, 0.0285797119140625, -0.0230865478515625, 0.004241943359375, 0.00801849365234375, 0.033935546875, -0.01045989990234375, -0.0229339599609375, -0.0255584716796875, -0.05389404296875, 0.0011959075927734375, -0.015838623046875, 0.0261993408203125, 0.031524658203125, 0.007663726806640625, 0.021026611328125, 0.01349639892578125, 0.00848388671875, 0.01605224609375, -0.004207611083984375, -0.032135009765625, -0.0013027191162109375, 0.004947662353515625, -0.018646240234375, -0.0285491943359375, -0.006175994873046875, 0.007183074951171875, 0.02056884765625, 0.020294189453125, -0.041534423828125, -0.0162353515625, 0.0020656585693359375, -0.0025539398193359375, -0.021209716796875, 0.014678955078125, 0.00478363037109375, -0.0214996337890625, -0.01739501953125, 0.0423583984375, 0.019500732421875, -0.01110076904296875, -0.028106689453125, 0.01557159423828125, 0.009918212890625, 0.0005230903625488281, -0.0202789306640625, 0.004425048828125, -0.010498046875, -0.0211944580078125, 0.023712158203125, 0.0243377685546875, -0.0183563232421875, 0.019287109375, 0.019073486328125, 0.021820068359375, -0.006671905517578125, -0.00039315223693847656, -0.02984619140625, -0.0159912109375, 0.0029697418212890625, -0.0225982666015625, -0.039764404296875, -0.001979827880859375, 0.0032634735107421875, 0.00989532470703125, -0.016693115234375, -0.010162353515625, 0.00897216796875, -0.006473541259765625, 0.020782470703125, -0.027862548828125, 0.023406982421875, -0.01558685302734375, 0.0036106109619140625, -0.00772857666015625, 0.0048828125, -0.01523590087890625, -0.046661376953125, -0.058563232421875, -0.04937744140625, -0.024444580078125, 0.0175933837890625, 0.00997161865234375, -0.0035533905029296875, -0.037017822265625, 0.0139312744140625, 0.034149169921875, -0.01197052001953125, 0.0204620361328125, 0.00568389892578125, 1.8835067749023438e-05, -0.0265350341796875, 0.005794525146484375, 0.0277252197265625, 0.03460693359375, 0.0088348388671875, 0.07989501953125, -0.00370025634765625, 0.0186614990234375, 0.01702880859375, -0.033294677734375, -0.0086212158203125, -0.0098876953125, -0.003780364990234375, 0.0187530517578125, 0.01377105712890625, 0.0411376953125, 0.00331878662109375, -0.00634765625, -0.0224609375, 0.01209259033203125, -0.0183868408203125, 0.01348876953125, -0.0308685302734375, -0.03338623046875, -0.030181884765625, 0.05328369140625, 0.0210113525390625, -0.01441192626953125, -0.00545501708984375, -0.02203369140625, 0.049957275390625, -0.0207366943359375, -0.00594329833984375, -0.013397216796875, -0.049591064453125, 0.0225372314453125, 0.0017099380493164062, 0.022430419921875, 0.004474639892578125, 0.0009288787841796875, 0.042388916015625, 0.0053253173828125, 0.002864837646484375, 4.678964614868164e-05, 0.0163726806640625, -0.0136566162109375, -0.00791168212890625, -0.040618896484375, -0.0162353515625, -0.006053924560546875, 0.0122222900390625, 0.024871826171875, 0.0116119384765625, -0.006916046142578125, -0.005340576171875, -0.01313018798828125, 0.0210418701171875, 0.02435302734375, 0.358154296875, 0.037750244140625, 0.0235443115234375, -0.006984710693359375, 0.0003535747528076172, -0.035888671875, -0.020660400390625, -0.003665924072265625, -0.0106353759765625, 0.0195465087890625, -0.006267547607421875, -0.0212249755859375, -0.036102294921875, -0.0168914794921875, 0.004180908203125, 0.004741668701171875, 0.0030612945556640625, 0.00927734375, -0.01116943359375, -0.0252532958984375, -0.01446533203125, -0.007122039794921875, -0.00421905517578125, 0.015960693359375, 0.04278564453125, -0.01003265380859375, 0.035430908203125, 0.025238037109375, 0.02374267578125, 0.0004324913024902344, -0.018829345703125, 0.052459716796875, 0.0193328857421875, -0.006305694580078125, 0.01277923583984375, 0.01181793212890625, -0.00867462158203125, 0.01198577880859375, 0.01003265380859375, -0.00693511962890625, 0.03912353515625, -0.00921630859375, 0.018829345703125, 0.01433563232421875, -0.02899169921875, 0.00472259521484375, 0.004398345947265625, 0.004749298095703125, -0.0035915374755859375, 0.01806640625, 0.010589599609375, -0.005062103271484375, 0.00839996337890625, -0.01468658447265625, -0.0185546875, 0.0205841064453125, 0.015960693359375, 0.03350830078125, -0.00891876220703125, 0.0091094970703125, 0.027008056640625, -0.018341064453125, -0.00995635986328125, 0.030487060546875, 0.0027217864990234375, -0.0209503173828125, -0.0272369384765625, -0.0391845703125, -0.01145172119140625, -0.01898193359375, -0.0182952880859375, 0.0172271728515625, 0.0158843994140625, -0.01064300537109375, -0.01654052734375, -0.006626129150390625, 0.0037021636962890625, -0.0085906982421875, 0.01155853271484375, -0.0142364501953125, -0.028411865234375, -0.015838623046875, -0.006954193115234375, -0.0325927734375, -0.035430908203125, -0.01143646240234375, 0.03192138671875, -0.0298614501953125, -0.0361328125, 0.041656494140625, -0.017120361328125, 0.015838623046875, -0.00504302978515625, -0.004436492919921875, 0.0178985595703125, 0.0083770751953125, -0.039642333984375, 0.003204345703125, 0.0112152099609375, 0.0012540817260742188, -0.020477294921875, -0.0150604248046875, 0.0275115966796875, -0.0535888671875, -0.0250244140625, 0.0016002655029296875, 0.0041351318359375, -0.004451751708984375, -0.00412750244140625, 0.0096893310546875, 0.00844573974609375, -0.0011568069458007812, -0.01447296142578125, 0.0198974609375, 0.0133514404296875, -0.0145416259765625, 0.0312042236328125, -0.0265960693359375, 0.00952911376953125, -0.032440185546875, -0.0117645263671875, -0.01161956787109375, -0.0199737548828125, 0.00597381591796875, 0.019134521484375, -0.00894927978515625, 0.00611114501953125, 0.03680419921875, 0.0077667236328125, -0.022796630859375, 0.0131072998046875, 0.01537322998046875, 0.00829315185546875, -0.045379638671875, -0.017822265625, 0.0283966064453125, 0.02197265625, -0.0167694091796875, 0.0175628662109375, 0.0134735107421875, 0.0240936279296875, -0.03265380859375, -0.005645751953125, 0.02386474609375, 0.0080413818359375, -0.02777099609375, -0.0182647705078125, 0.03302001953125, 0.0406494140625, 0.0303192138671875, -0.01342010498046875, 0.00018095970153808594, -0.0010528564453125, -0.253173828125, -0.01474761962890625, 0.0265655517578125, 0.00658416748046875, 0.00489044189453125, 0.04754638671875, -0.0259857177734375, 0.044921875, -0.04205322265625, 0.0231170654296875, 0.01335906982421875, 0.04095458984375, -0.003391265869140625, -0.00637054443359375, -0.00437164306640625, -0.00894927978515625, -0.00812530517578125, -0.043975830078125, -0.01166534423828125, 0.0252532958984375, -0.0091705322265625, 0.0091400146484375, 0.0233154296875, 0.0039825439453125, 0.0035247802734375, -0.0013685226440429688, -0.00916290283203125, 0.0124969482421875, 0.01904296875, -0.045989990234375, 0.002323150634765625, -0.011322021484375, -0.034088134765625, -0.0197906494140625, 0.0175323486328125, -0.021697998046875, -0.006443023681640625, -0.004627227783203125, 0.0379638671875, -0.0168609619140625, 0.0040435791015625, 0.01343536376953125, -0.017364501953125, 0.0419921875, 0.01143646240234375, 0.0185699462890625, 0.0213623046875, -0.00960540771484375, 0.0006685256958007812, 0.050811767578125, 0.0009927749633789062, -0.03082275390625, 0.0240631103515625, -0.006656646728515625, 0.0168914794921875, -0.0030422210693359375, -0.0148162841796875, -0.0035648345947265625, 0.01354217529296875, 0.0498046875, 0.00379180908203125, -0.049560546875, 0.010009765625, 0.002071380615234375, -0.0217132568359375, -0.0265960693359375, -0.03509521484375, -0.00804901123046875, -0.00806427001953125, 0.0154876708984375, 0.0269775390625, -0.014678955078125, 0.002742767333984375, -0.004947662353515625, -0.006381988525390625, -0.0159149169921875, -0.00504302978515625, -0.00443267822265625, 0.024627685546875, 0.0023403167724609375, -0.0016775131225585938, 0.0205841064453125, -0.020721435546875, 0.00026035308837890625, -0.011260986328125, -0.0188751220703125, 0.004703521728515625, -0.040283203125, 0.016845703125, -0.016204833984375, -0.01535797119140625, 0.002758026123046875, -0.0006265640258789062, 0.0249786376953125, -0.0204620361328125, -0.0077667236328125, 0.00988006591796875, -0.0008540153503417969, -0.0213470458984375, 0.0207977294921875, 0.0293121337890625, -0.0287017822265625, -0.034454345703125, 0.019317626953125, -0.0345458984375, -0.0072479248046875, 0.01617431640625, -0.0212249755859375, 0.0313720703125, -0.01525115966796875, 0.0169525146484375, -0.0014829635620117188, 0.01303863525390625, -0.01288604736328125, 0.00411224365234375, 0.017608642578125, -0.0093994140625, -0.005077362060546875, -0.033111572265625, -0.0022335052490234375, -0.004550933837890625, 0.0014591217041015625, 0.0233306884765625, -0.05401611328125, 0.003040313720703125, 0.0006670951843261719, 0.0016374588012695312, -0.004604339599609375, -0.00673675537109375, 0.02215576171875, 0.01323699951171875, 0.0206298828125, 0.028900146484375, -0.00717926025390625, 0.006031036376953125, 0.014404296875, 0.042266845703125, -0.005794525146484375, 0.0011129379272460938, 0.024261474609375, -0.016082763671875, 0.01486968994140625, -0.00916290283203125, -0.021026611328125, -0.023406982421875, 0.004467010498046875, 0.0012025833129882812, 0.006999969482421875, 0.0146484375, 0.0305023193359375, -0.00485992431640625, -0.0212860107421875, -0.0401611328125, 0.0031414031982421875, 0.02618408203125, 0.01042938232421875, 0.055633544921875, 0.0013675689697265625, 0.0230712890625, 0.0013294219970703125, 0.0173187255859375, -0.00201416015625, -0.010589599609375, -0.0248870849609375, 0.01422882080078125, 0.028717041015625, 0.004993438720703125, -0.02227783203125, -0.023956298828125, 0.04296875, 0.0165557861328125, 0.016754150390625, 0.00597381591796875, 0.030029296875, 0.0003325939178466797, 0.00678253173828125, 0.0158843994140625, -0.0009446144104003906, -0.04473876953125, 0.0176544189453125, 0.0045928955078125, -0.03497314453125, -0.01296234130859375, -0.018280029296875, 0.00832366943359375, 0.041656494140625, 0.0260162353515625, -0.0147552490234375, -0.0099334716796875, -0.04034423828125, 0.020538330078125, -0.02508544921875, -0.0283355712890625, -0.0171966552734375, -0.03997802734375, -0.020477294921875, 0.039825439453125, 0.0230560302734375, -0.0186309814453125, 0.041168212890625, -0.03558349609375, 0.02105712890625, 0.0200958251953125, -0.018218994140625, -0.0005936622619628906, -0.027496337890625, -0.0154571533203125, -0.03369140625, 0.0380859375, -0.0275421142578125, 0.0234527587890625, -0.0135650634765625, -0.01033782958984375, 0.0313720703125, 0.0168609619140625, 0.0121307373046875, 0.02032470703125, -0.0182037353515625, 0.06671142578125, -0.0090484619140625, 0.00675201416015625, 0.027496337890625, -0.021148681640625, -0.0289459228515625, -0.03070068359375, -0.00620269775390625, 0.0231781005859375, 0.01284027099609375, 0.004459381103515625, -0.005672454833984375, -0.0217742919921875, -0.00943756103515625, -0.01081085205078125, -0.0224151611328125, -0.0209808349609375, -0.03692626953125, -0.01468658447265625, -0.005466461181640625, 0.01497650146484375, 0.06097412109375, 0.032623291015625, -0.01351165771484375, -0.012298583984375, 0.002964019775390625, 0.0341796875, 0.006561279296875, 0.0065765380859375, 0.0279388427734375, -0.0009822845458984375, -0.006359100341796875, 0.01126861572265625, 0.0203704833984375, 0.032562255859375, 0.0006422996520996094, -0.020294189453125, 0.032562255859375, 0.0016498565673828125, -0.008514404296875, -0.019561767578125, 0.021026611328125, 0.00931549072265625, -0.00948333740234375, 0.042205810546875, -0.03271484375, 0.0222015380859375, 0.00568389892578125, -0.050567626953125, -0.007053375244140625, -0.0236358642578125, 0.0037078857421875, 0.0284881591796875, 0.00791168212890625, 0.00400543212890625, -0.058074951171875, 0.0270233154296875, 0.019866943359375, -0.0239715576171875, 0.01552581787109375, 0.035797119140625, -0.053802490234375, 0.025054931640625, 0.0129241943359375, -0.005657196044921875, 0.025238037109375, -0.019866943359375, -0.258544921875, -0.042633056640625, -0.033905029296875, 0.364501953125, 0.015655517578125, -0.039703369140625, 0.013519287109375, -0.0096282958984375, -0.03790283203125, 0.032073974609375, -0.0233612060546875, -0.0005116462707519531, -0.0196685791015625, -0.017791748046875, -0.012542724609375, -0.0054473876953125, -0.0240936279296875, 0.0130157470703125, -0.008026123046875, -0.018524169921875, 0.017333984375, 0.039764404296875, -0.0029010772705078125, 0.028717041015625, 0.0161895751953125, 0.007266998291015625, -0.029296875, 0.029022216796875, -0.00858306884765625, -0.00907135009765625, 0.01329803466796875, 0.01184844970703125, 0.278564453125, 0.01146697998046875, 0.0167236328125, 0.037933349609375, -0.0184478759765625, 0.039276123046875, 0.01288604736328125, -0.027923583984375, -0.03131103515625, 0.01485443115234375, 0.001865386962890625, -0.0019102096557617188, 0.02130126953125, 0.01042938232421875, -0.024627685546875, 0.0050811767578125, 0.01824951171875, 0.0217132568359375, -0.01132965087890625, 0.043304443359375, 0.017791748046875, -0.01458740234375, -0.0162506103515625, 0.0009455680847167969, -0.01451873779296875, 0.008392333984375, 0.01270294189453125, -0.00347137451171875, 0.01220703125, 0.0256195068359375, 0.01058197021484375, -0.0014581680297851562, -0.0028209686279296875, 0.025665283203125, -0.01314544677734375, -0.0276336669921875, 0.0283966064453125, 0.0013093948364257812, -0.0174560546875, 0.01275634765625, -0.0247802734375, -0.0325927734375, -0.012237548828125, 0.022613525390625, -0.006439208984375, -0.0225372314453125, 0.0216827392578125, 0.0004935264587402344, -0.03582763671875, 0.01158905029296875, -0.037200927734375, -0.0009102821350097656, -0.047149658203125, 0.0157470703125, -0.01904296875, 0.037750244140625, -0.0219268798828125, -0.033905029296875, 0.0005750656127929688, -0.002689361572265625, 0.013916015625, 0.0095062255859375, -0.00843048095703125, -0.006351470947265625, 0.0152130126953125, 0.003780364990234375, 0.0367431640625, -0.019622802734375, -0.021484375, -0.0384521484375, 0.01433563232421875, -0.007648468017578125, 0.0146484375, -0.0035228729248046875, -0.00531005859375, 0.02215576171875, -0.017608642578125, -0.0039520263671875, 0.0008883476257324219, 0.002483367919921875, -0.037841796875, 0.0211639404296875, 0.0179290771484375, -0.0049591064453125, -0.01641845703125, 0.0296173095703125, -0.059234619140625, 0.03448486328125, -0.01433563232421875, -0.01800537109375, 0.007511138916015625, 0.0214385986328125, 0.01082611083984375, -0.0037097930908203125, 0.013153076171875, 0.0018367767333984375, 0.034698486328125, -0.01125335693359375, -0.033477783203125, 0.0211639404296875, -0.017578125, 0.004726409912109375, 0.00879669189453125, -0.01110076904296875, -0.010833740234375, -0.0231475830078125, 0.0025386810302734375, 0.0092620849609375, -0.024627685546875, -0.0235137939453125, -0.0014133453369140625, -0.02423095703125, 0.02569580078125, -0.024658203125, 0.0047454833984375, 0.0216827392578125, -0.02410888671875, 0.0171661376953125, -0.0258331298828125, -0.0032863616943359375, -0.0031909942626953125, -0.006526947021484375, -0.01067352294921875, 0.0098419189453125, 0.0225677490234375, 0.0279083251953125, 0.0164031982421875, -0.01324462890625, 0.018035888671875, -0.006526947021484375, -0.05499267578125, 0.0222625732421875, 0.01418304443359375, -0.011322021484375, -0.00876617431640625, 0.012237548828125, -0.017669677734375, -0.0189361572265625, -0.0280914306640625, 0.0008482933044433594, 0.029205322265625, -0.01241302490234375, -0.02197265625, -0.015869140625, -0.006374359130859375, 0.015350341796875, -0.01245880126953125, 0.0187225341796875, 0.01094818115234375, 0.007625579833984375, -0.0138702392578125, -0.0160064697265625, 0.0004916191101074219, 0.02886962890625, 0.01013946533203125, 0.058013916015625, -0.027008056640625, 0.01180267333984375, -0.01004791259765625, -0.033935546875, 0.00637054443359375, 0.019989013671875, 0.01123046875, 0.0261688232421875, -0.008941650390625, 0.04461669921875, -0.047943115234375, -0.00952911376953125, 0.05615234375, -0.003753662109375, 0.0296478271484375, -0.008087158203125, -0.064697265625, -0.019378662109375, -0.011871337890625, 0.026153564453125, 0.00701904296875, 0.0005025863647460938, 0.03607177734375]

Encoding format

NV-CLIP NIM supports two encoding formats: base64 and float. The encoding_format can be specified in the API call. By default, encoding_format="float". You can provide encoding_format="base64", as shown in the following example:

Copy
Copied!

            
            import base64
import requests
from io import BytesIO

from PIL import Image
from openai import OpenAI

client = OpenAI(base_url="http://0.0.0.0:8000/v1", api_key="not-used")

url = "https://raw.githubusercontent.com/vis-nlp/ChartQA/main/ChartQA%20Dataset/val/png/5090.png"
image = Image.open(requests.get(url, stream=True).raw)
buffer = BytesIO()
image.save(buffer, format="JPEG")
image_b64 = base64.b64encode(buffer.getvalue()).decode()

response = client.embeddings.create(
    input=["The quick brown fox jumped over the lazy dog",
            f"data:image/png;base64,{image_b64}"],
    model="nvidia/nvclip-vit-h-14",
    encoding_format="base64"
)

print(response.data)

# prints
# [Embedding(embedding='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', index=0, object='embedding'), Embedding(embedding='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', index=1, object='embedding')]

Batching Support

NV-CLIP NIM supports a max_batch_size of 64 for both text and image input. Multiple images and texts can be provided in the input as list. Output embeddings will be indexed same as the input.

Copy
Copied!

            
            from openai import OpenAI
client = OpenAI(base_url="http://0.0.0.0:8000/v1", api_key="not-used")

response = client.embeddings.create(
    input=["The quick brown fox jumped over the lazy dog",
            "Nvidia is a great company",
            "data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAAEElEQVR4nGK6HcwNCAAA//8DTgE8HuxwEQAAAABJRU5ErkJggg==",
            "data:image/jpeg;base64,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"],
    model="nvidia/nvclip-vit-h-14",
    encoding_format="float"
)

print(response.data)

# Prints:
# [Embedding(embedding=[0.012908935546875, 0.0396728515625, 0.0181884765625, -0.02410888671875, 0.007659912109375, 0.0099029541015625, -0.0288543701171875, -0.0151519775390625, -0.019134521484375, -0.02203369140625, 0.0018682479858398438, -0.0243377685546875, 0.00421142578125, 0.0027599334716796875, -0.00432586669921875, 3.337860107421875e-05, -0.021820068359375, 0.0256195068359375, -0.051727294921875, -0.03729248046875, 0.008758544921875, 0.0614013671875, 0.020660400390625, 0.0211029052734375, 0.0335693359375, 0.02105712890625, -0.045166015625, -0.029327392578125, 0.0202484130859375, -0.0010423660278320312, 0.034912109375, -0.005977630615234375, -0.0304412841796875, -0.0026950836181640625, -0.040863037109375, 0.01389312744140625, 0.0015497207641601562, -0.05218505859375, 0.00434112548828125, 0.0335693359375, 0.044952392578125, 0.0149993896484375, -0.00782012939453125, 0.01654052734375, -0.06622314453125, 0.05328369140625, -0.0219879150390625, -0.03509521484375, -0.0421142578125, -0.0009622573852539062, 0.040283203125, 0.0158843994140625, 0.00048065185546875, -0.033203125, -0.0302734375, 0.0185546875, -0.0290679931640625, 0.052001953125, 0.03118896484375, 0.003963470458984375, 0.0262451171875, 0.0020656585693359375, -0.017333984375, -0.12939453125, 0.03924560546875, 0.03204345703125, -0.047607421875, -0.01134490966796875, 0.015594482421875, -0.01174163818359375, 0.03692626953125, -0.01436614990234375, 0.00494384765625, 0.0021724700927734375, -0.054931640625, -0.0183563232421875, 0.0215301513671875, 0.0085906982421875, -0.054534912109375, -0.0111541748046875, -0.0173492431640625, 0.0281219482421875, 0.031768798828125, -0.0384521484375, -0.0017347335815429688, 0.0170440673828125, 0.04888916015625, -0.0178375244140625, 0.00011605024337768555, 0.045074462890625, -0.01079559326171875, 0.024017333984375, -0.0062103271484375, 0.017669677734375, 0.038848876953125, 0.0936279296875, 0.01161956787109375, 0.01233673095703125, 0.01419830322265625, 0.061065673828125, 0.0419921875, -0.0167083740234375, -0.018096923828125, 0.0164642333984375, -0.0166778564453125, -0.0372314453125, 0.0193939208984375, -0.01434326171875, 0.0292816162109375, 0.02630615234375, -0.004756927490234375, 0.0280303955078125, -0.006938934326171875, 0.023956298828125, -0.005523681640625, -0.021270751953125, -0.01497650146484375, 0.01381683349609375, -0.046295166015625, -0.01401519775390625, -0.00426483154296875, -0.0199127197265625, 0.033355712890625, 0.007472991943359375, -0.04339599609375, -0.020294189453125, -0.006195068359375, -0.057037353515625, -0.037200927734375, 0.02056884765625, 0.01123046875, 0.01454925537109375, 0.039825439453125, -0.017608642578125, 0.0011587142944335938, 0.0210723876953125, 0.042236328125, 0.021728515625, -0.0379638671875, -0.003536224365234375, -0.002490997314453125, 0.04638671875, 0.012847900390625, -0.01397705078125, 0.03680419921875, 0.034027099609375, 0.0150299072265625, 0.0004963874816894531, 0.00144195556640625, -0.003078460693359375, 0.036376953125, -0.047393798828125, 0.04345703125, -0.047882080078125, -0.0280609130859375, 0.00476837158203125, 0.005985260009765625, 0.03436279296875, 0.0156402587890625, -0.032928466796875, -0.007144927978515625, 0.015106201171875, 0.01178741455078125, 0.0092010498046875, 0.01374053955078125, 0.0357666015625, 0.00852203369140625, -0.0107269287109375, 0.01023101806640625, -0.030517578125, -0.0157470703125, -0.022003173828125, -0.0025272369384765625, -0.0095062255859375, -0.0030231475830078125, 0.037017822265625, 0.024658203125, 0.02764892578125, 0.025543212890625, -0.007610321044921875, -0.0166778564453125, -0.057342529296875, -0.06671142578125, 0.0038242340087890625, -0.0066070556640625, -0.00864410400390625, -0.0229034423828125, 0.0309906005859375, -0.0069732666015625, -0.03179931640625, 0.020477294921875, 0.00322723388671875, -0.04217529296875, 0.002422332763671875, -0.009765625, -0.0162811279296875, -0.054168701171875, -0.00223541259765625, -0.006378173828125, -0.016387939453125, 0.002605438232421875, 0.032684326171875, -0.0255126953125, -0.0172119140625, 0.0231781005859375, 0.0285797119140625, 0.00759124755859375, 0.010589599609375, -0.0275115966796875, 0.0014295578002929688, -0.01531982421875, -0.01381683349609375, 0.013671875, -0.0015039443969726562, -0.005908966064453125, -0.0290069580078125, 0.00455474853515625, 0.03369140625, -0.033294677734375, -0.029266357421875, 0.02313232421875, -0.039703369140625, 0.0010995864868164062, -0.001651763916015625, -0.027618408203125, 0.02490234375, -0.0102081298828125, -0.00011414289474487305, -0.0506591796875, -0.0025959014892578125, 0.00981903076171875, -0.01165008544921875, -0.0101470947265625, -0.021636962890625, -0.044158935546875, -0.0286712646484375, -0.01157379150390625, -0.00370025634765625, -0.0111083984375, -0.0028285980224609375, -0.005138397216796875, -0.0352783203125, -0.01509857177734375, 0.03265380859375, -0.0182952880859375, 0.04010009765625, 0.03741455078125, -0.0017099380493164062, 0.057769775390625, -0.0093841552734375, -0.00556182861328125, -0.035247802734375, 0.011077880859375, 0.021636962890625, 0.037322998046875, -0.05010986328125, -0.02264404296875, 0.00980377197265625, -0.016082763671875, 0.01018524169921875, -0.05255126953125, 0.027374267578125, -0.037811279296875, 0.06170654296875, 0.01055145263671875, -0.043243408203125, 0.041412353515625, 0.0025482177734375, 0.0269622802734375, 0.0035686492919921875, -0.03399658203125, -0.006603240966796875, -0.029876708984375, 0.0125579833984375, -0.03204345703125, -0.01702880859375, 0.052978515625, -0.003116607666015625, 0.016326904296875, -0.0135498046875, -0.01280975341796875, -0.0293121337890625, -0.022369384765625, 0.0189208984375, -0.0080718994140625, -0.02703857421875, -0.02923583984375, 0.0290985107421875, 0.06280517578125, 0.0024013519287109375, -0.02813720703125, 0.040863037109375, -0.00823211669921875, 0.030303955078125, 0.030914306640625, -0.01506805419921875, 0.0024852752685546875, 0.0212554931640625, -0.005634307861328125, -0.01309967041015625, -0.01340484619140625, 0.017974853515625, -0.006618499755859375, -0.01373291015625, -0.00020813941955566406, -0.0042877197265625, 0.0182342529296875, -0.035858154296875, -0.0269622802734375, -0.016143798828125, 0.0227508544921875, -0.0119781494140625, 0.0012722015380859375, -0.00787353515625, 0.01496124267578125, -0.0038509368896484375, 0.06890869140625, 0.004985809326171875, -0.023681640625, 0.0309906005859375, -0.01041412353515625, 0.0264892578125, 0.00617218017578125, 0.00968170166015625, 0.0164031982421875, -0.0099945068359375, -0.030487060546875, 0.00724029541015625, -0.03741455078125, -0.00933837890625, -0.019683837890625, 0.0156707763671875, -0.0101318359375, -0.0112762451171875, -0.0010890960693359375, -0.01068115234375, -0.0048828125, -0.001972198486328125, -0.01367950439453125, 0.0285186767578125, -0.00823211669921875, 0.01477813720703125, 0.0028629302978515625, -0.011260986328125, 0.0010290145874023438, 0.003997802734375, 0.01184844970703125, -0.049346923828125, 0.01351165771484375, -0.006565093994140625, -0.03485107421875, 0.0009131431579589844, 0.005401611328125, 0.01580810546875, 0.0304412841796875, -0.03692626953125, 0.021881103515625, 0.0036869049072265625, 0.00830078125, -0.002490997314453125, -0.0016546249389648438, 0.05908203125, 0.0086669921875, -0.0102386474609375, 0.036376953125, 0.0017375946044921875, -0.028778076171875, 0.00943756103515625, 0.031707763671875, 0.010467529296875, 0.004566192626953125, 0.006072998046875, -0.00021159648895263672, 0.033294677734375, -0.01415252685546875, 0.272216796875, 0.00092315673828125, -0.0001493692398071289, -0.0164031982421875, -0.04022216796875, 0.01291656494140625, 0.0007982254028320312, 0.039764404296875, 0.0060272216796875, 0.00955963134765625, 0.036285400390625, -0.0017099380493164062, -0.019256591796875, -0.020843505859375, 0.06878662109375, -0.0296173095703125, 0.01158905029296875, -0.003936767578125, -0.00992584228515625, -0.01537322998046875, -0.047027587890625, -0.015625, 0.0013580322265625, -0.00582122802734375, 0.01551055908203125, -0.03411865234375, -0.052398681640625, -0.0235137939453125, -0.0164031982421875, 0.00281524658203125, 0.0197296142578125, 0.05548095703125, 0.037689208984375, 0.0033397674560546875, 0.05023193359375, -0.003192901611328125, 0.044403076171875, 0.01861572265625, -0.04290771484375, 0.03363037109375, -0.006931304931640625, 0.023468017578125, -0.00814056396484375, 0.0284423828125, -0.01103973388671875, 0.01458740234375, -0.039398193359375, -0.00897216796875, -0.0005540847778320312, -0.0167083740234375, 0.019561767578125, 0.049041748046875, 0.01534271240234375, -0.0141754150390625, -0.0421142578125, -0.0013170242309570312, -0.0155181884765625, -0.02685546875, -0.00965118408203125, 0.03753662109375, 0.0244598388671875, -0.0278472900390625, -0.039276123046875, 0.0106658935546875, -0.0164947509765625, -0.0594482421875, -0.039886474609375, 0.01300048828125, -0.0293121337890625, 0.0413818359375, 0.042266845703125, -0.031951904296875, -0.026092529296875, 0.0250396728515625, 0.04168701171875, -0.0170135498046875, -0.006496429443359375, -0.0272064208984375, -0.0009050369262695312, -0.01238250732421875, 0.00383758544921875, -0.0137786865234375, 0.035491943359375, -0.01076507568359375, -0.0160980224609375, 0.024139404296875, 0.019256591796875, -0.06671142578125, -0.053863525390625, -0.02252197265625, 0.03155517578125, -0.0183258056640625, 0.014495849609375, -0.055267333984375, 0.00154876708984375, -0.0014896392822265625, 0.006923675537109375, 0.003757476806640625, 0.009674072265625, 0.0023517608642578125, 0.00916290283203125, 0.0014181137084960938, -0.0174102783203125, 0.002941131591796875, -0.020660400390625, -0.0059661865234375, 0.050323486328125, -0.0341796875, -0.070068359375, 0.0190887451171875, 0.01104736328125, -0.034942626953125, 0.01465606689453125, 0.0157470703125, 0.008087158203125, -0.01206207275390625, -0.055572509765625, -0.00518798828125, -0.02325439453125, 0.004962921142578125, -9.387731552124023e-05, 0.016571044921875, 0.0221405029296875, -0.00830078125, -0.01322174072265625, 0.05615234375, 0.005138397216796875, 0.004425048828125, 0.01629638671875, 0.0252685546875, -0.002704620361328125, 0.01458740234375, 0.043121337890625, -0.0232391357421875, 0.0019397735595703125, 0.0241851806640625, -0.024139404296875, -0.0116424560546875, -0.005523681640625, -0.004550933837890625, 0.009429931640625, -0.00458526611328125, 0.0011348724365234375, 0.0254364013671875, -0.025726318359375, -0.0078887939453125, 0.0196380615234375, -0.00679779052734375, -0.001373291015625, 0.040924072265625, 0.01904296875, 0.08172607421875, -0.0135955810546875, -0.2061767578125, -0.003993988037109375, 0.0154571533203125, 0.0312347412109375, -0.01129150390625, 0.0249481201171875, -0.03948974609375, 0.032257080078125, -0.00876617431640625, 0.0046844482421875, -0.056060791015625, 0.024078369140625, -0.00494384765625, -0.00019156932830810547, 0.0037078857421875, 0.038543701171875, -0.004154205322265625, 0.00037288665771484375, 0.025177001953125, 0.041046142578125, -0.01200103759765625, 0.0343017578125, -0.011077880859375, 0.0022182464599609375, 0.01306915283203125, 0.01401519775390625, 0.0005755424499511719, -0.0125579833984375, 0.02923583984375, -0.041229248046875, -0.01483917236328125, 0.042022705078125, 0.034454345703125, -0.006072998046875, -0.00554656982421875, 0.007305145263671875, 0.0065765380859375, 0.036712646484375, -0.02587890625, 0.0163116455078125, 0.042083740234375, 0.01512908935546875, 0.0220794677734375, 0.00737762451171875, -0.0194549560546875, -0.015167236328125, 0.04888916015625, -2.4616718292236328e-05, -0.019439697265625, 0.0114288330078125, -0.0130767822265625, -0.0157623291015625, -0.0038299560546875, -0.04351806640625, -0.043731689453125, -0.01873779296875, 0.022857666015625, 0.01502227783203125, 0.0210723876953125, 0.0003113746643066406, 0.04132080078125, 0.007785797119140625, 0.00847625732421875, 0.0164947509765625, 0.0313720703125, 0.0043792724609375, -0.01715087890625, 0.018798828125, 0.0146331787109375, 0.0180511474609375, 0.00940704345703125, 0.0374755859375, -0.026275634765625, 0.024871826171875, -0.0186004638671875, -0.0252227783203125, -0.041961669921875, 0.038421630859375, -0.0262603759765625, -0.020599365234375, 0.0499267578125, 0.0269927978515625, -0.013153076171875, 0.05145263671875, -0.046844482421875, -0.0223236083984375, -0.02099609375, -0.0394287109375, -0.01233673095703125, 0.00524139404296875, -0.027587890625, -0.0445556640625, 0.0135345458984375, 0.0130767822265625, 0.0085296630859375, -0.025604248046875, 0.0063018798828125, -0.0274200439453125, 0.021026611328125, -0.003406524658203125, 0.0273590087890625, 0.0093536376953125, -0.0006213188171386719, -0.0231475830078125, -0.0191802978515625, 0.006744384765625, 0.00421142578125, 0.0191802978515625, 0.024139404296875, -0.032806396484375, -0.0684814453125, 0.0056304931640625, 0.0183258056640625, -0.0186309814453125, 0.0102996826171875, 0.028717041015625, -0.0201873779296875, 0.047027587890625, 0.00844573974609375, -0.0261077880859375, -0.01485443115234375, 0.0214691162109375, 0.0234222412109375, -0.00782012939453125, -0.01004791259765625, -0.024688720703125, -0.00677490234375, 0.0095367431640625, -0.017913818359375, 0.0158843994140625, -0.02362060546875, 0.048065185546875, 0.047149658203125, -0.018280029296875, -0.067626953125, 0.009490966796875, -0.006866455078125, -0.0098114013671875, -0.006099700927734375, 0.0010051727294921875, 0.0290374755859375, -0.0250396728515625, -0.0003299713134765625, 0.0053558349609375, 0.022430419921875, -0.022308349609375, -0.0003204345703125, -0.0167999267578125, -0.02655029296875, -0.01134490966796875, 0.0205841064453125, -0.0217132568359375, -0.025115966796875, 0.0008511543273925781, 0.0009179115295410156, -0.0158538818359375, 0.0086669921875, -0.035491943359375, 0.02001953125, -0.031707763671875, 0.0208282470703125, 0.0090789794921875, -0.0010251998901367188, -0.004863739013671875, -0.0143890380859375, 0.00640106201171875, 0.0235137939453125, 0.031951904296875, -0.012847900390625, 0.0256195068359375, 0.00864410400390625, 0.01971435546875, 0.006084442138671875, 0.01168060302734375, -0.0130157470703125, 0.05145263671875, -0.04705810546875, -0.0213775634765625, 0.0033283233642578125, -0.02655029296875, -0.004302978515625, 0.00032019615173339844, -0.01483154296875, -0.029754638671875, -0.0029811859130859375, -0.01922607421875, -0.0032024383544921875, -0.01024627685546875, 0.0202484130859375, 0.01038360595703125, 0.012725830078125, -0.020050048828125, 0.03741455078125, -0.0310821533203125, 0.0092315673828125, -0.0141448974609375, 0.045166015625, 0.0007677078247070312, 0.007610321044921875, 0.0211181640625, -0.01483917236328125, -0.0001493692398071289, 0.0216064453125, 0.01898193359375, -0.008697509765625, 0.00928497314453125, 0.0026683807373046875, -0.01227569580078125, -0.024322509765625, 0.004058837890625, -0.00469207763671875, 0.0028514862060546875, -0.0078582763671875, -0.033966064453125, 0.037200927734375, -0.0006799697875976562, -0.00982666015625, 0.02569580078125, -0.01021575927734375, -0.04248046875, 0.0069732666015625, 0.037628173828125, 0.00814056396484375, 0.02301025390625, 0.03411865234375, -0.033050537109375, 0.0155181884765625, -0.08099365234375, -0.0247344970703125, -0.0147705078125, 0.0277252197265625, -0.027923583984375, 0.0382080078125, 0.008575439453125, -0.01064300537109375, 0.028411865234375, 0.004924774169921875, -0.01971435546875, -0.021484375, 0.050994873046875, 0.0014638900756835938, -0.006317138671875, -0.00830841064453125, -0.0136871337890625, -0.048431396484375, 0.01837158203125, 0.02947998046875, 0.034942626953125, 0.005870819091796875, 0.01183319091796875, 0.02783203125, -0.0246734619140625, 0.041412353515625, 0.006046295166015625, -0.001987457275390625, -0.02978515625, 0.0082550048828125, -0.02459716796875, -0.007755279541015625, 0.0210723876953125, 0.014617919921875, -0.01096343994140625, 0.0141143798828125, -0.041595458984375, -0.036376953125, -0.00698089599609375, 0.0548095703125, 0.03948974609375, -0.02569580078125, 0.0178070068359375, 0.0250396728515625, -0.05133056640625, -0.01360321044921875, -0.0032215118408203125, 0.04656982421875, -0.0133514404296875, -0.00165557861328125, -0.044708251953125, 0.02032470703125, -0.0302581787109375, -0.00623321533203125, 0.01247406005859375, 0.01361846923828125, -0.01213836669921875, -0.033416748046875, -0.20556640625, 0.04345703125, 0.028900146484375, 0.283447265625, 0.027374267578125, -0.0146636962890625, -0.053375244140625, 0.0294036865234375, -0.0151824951171875, 0.019775390625, -0.00206756591796875, -0.042510986328125, -0.0012464523315429688, -0.022796630859375, -0.029205322265625, -0.022796630859375, 0.013763427734375, -0.045623779296875, 0.0282440185546875, 0.061614990234375, 0.0107269287109375, 0.005931854248046875, 0.035980224609375, -0.00792694091796875, 0.0279083251953125, 0.0038433074951171875, -0.04449462890625, -0.0015773773193359375, -0.01126861572265625, -0.00981903076171875, 0.0036163330078125, -0.0288543701171875, 0.2144775390625, -0.044403076171875, 0.01346588134765625, -0.01319122314453125, 0.0026264190673828125, 0.0208740234375, -0.0021381378173828125, 0.03271484375, -0.0251617431640625, -0.020263671875, -0.03912353515625, 0.0390625, 0.006862640380859375, 0.036834716796875, -0.0182952880859375, -0.05096435546875, 0.0169830322265625, 0.0178680419921875, 0.0281982421875, -0.05413818359375, -0.07269287109375, 0.018798828125, 0.013214111328125, -0.0158843994140625, 0.00400543212890625, 0.021636962890625, 0.01181793212890625, -0.040557861328125, -0.009307861328125, 0.010986328125, 0.00038743019104003906, 0.0223236083984375, 0.040069580078125, -0.0003063678741455078, 0.0030422210693359375, 0.0423583984375, 0.0033740997314453125, 0.039459228515625, 0.04345703125, -0.035400390625, 0.020172119140625, -0.0274658203125, 0.024871826171875, 0.0174102783203125, 0.00330352783203125, -0.006237030029296875, -0.00717926025390625, 0.0194854736328125, -0.01374053955078125, 0.03839111328125, 0.05963134765625, 0.00318145751953125, -0.004673004150390625, -0.0281219482421875, 0.03839111328125, -0.029388427734375, 0.0009160041809082031, 0.0032138824462890625, -0.043304443359375, -0.0005941390991210938, 0.065185546875, -0.0419921875, -0.01119232177734375, -0.01666259765625, 0.00641632080078125, -0.0104522705078125, 0.0208892822265625, -0.0290374755859375, 0.014556884765625, -0.0201873779296875, -0.0181427001953125, -0.00312042236328125, -0.00983428955078125, -0.0408935546875, -0.029541015625, 0.019744873046875, 0.0171966552734375, -0.01995849609375, -0.0223541259765625, -0.019073486328125, -0.01074981689453125, 0.03106689453125, 0.0039520263671875, -0.010986328125, -0.012481689453125, -0.020721435546875, 0.0008068084716796875, 0.049560546875, 0.0074462890625, -0.00970458984375, -0.028076171875, -0.004245758056640625, 0.047515869140625, -0.00736236572265625, 0.02874755859375, -0.01316070556640625, -0.00470733642578125, -0.00171661376953125, -0.016357421875, 0.0182647705078125, 0.005340576171875, -0.00835418701171875, -0.0220794677734375, 0.012664794921875, -0.02490234375, -0.0269775390625, -0.00848388671875, 0.01375579833984375, 0.044647216796875, 0.0303192138671875, -0.0218658447265625, 0.00370025634765625, -0.0019292831420898438, -0.01277923583984375, 0.0208282470703125, -0.06671142578125, 0.0273590087890625, 0.01329803466796875, -0.034698486328125, 0.0135955810546875, -0.003406524658203125, 0.0226287841796875, 0.043975830078125, -0.006870269775390625, 0.0288543701171875, 0.005809783935546875, 0.01203155517578125, 0.03887939453125, 0.01629638671875, 0.01158905029296875, 0.037017822265625, -0.00946807861328125, -0.010345458984375, 0.0006146430969238281, 0.00473785400390625, -0.02142333984375, 0.006938934326171875, 0.0112152099609375, -0.002544403076171875, 0.029815673828125, -0.021881103515625, -0.00778961181640625, 0.007568359375, 0.058197021484375, -0.0301361083984375, -0.01345062255859375, 0.0345458984375, 0.0152435302734375, 0.006443023681640625, -0.01306915283203125, 0.0251617431640625, -0.060394287109375, 0.00234222412109375, 0.01305389404296875, 0.005283355712890625, 0.016571044921875, -0.0014963150024414062, 0.0012426376342773438, -0.035064697265625, 0.0243377685546875, 0.0184326171875, 0.01381683349609375, 0.000858306884765625, -0.0158233642578125, -0.048370361328125, 0.051971435546875, -0.058074951171875, -0.02056884765625, 0.0027065277099609375, 0.008697509765625, 0.0325927734375, 0.0221099853515625, -0.112548828125, 0.02587890625, -0.001018524169921875, -0.0013904571533203125, 0.004917144775390625, -0.0474853515625, 0.0074005126953125], index=0, object='embedding'), Embedding(embedding=[0.044586181640625, -0.01070404052734375, 0.0269317626953125, 0.01247406005859375, 0.041473388671875, -0.00860595703125, 0.007350921630859375, -0.036712646484375, -0.03741455078125, -0.00017690658569335938, 0.0203399658203125, 0.015167236328125, 0.016632080078125, 0.034423828125, -0.025421142578125, -0.032623291015625, 0.0013933181762695312, 0.01483917236328125, -0.010040283203125, 0.040557861328125, 0.01360321044921875, 0.0114593505859375, 0.005107879638671875, 0.01195526123046875, -0.021026611328125, -0.0002665519714355469, -0.0689697265625, 0.034149169921875, 0.032135009765625, -0.038604736328125, -0.0133514404296875, 0.02197265625, -0.017974853515625, -0.0229949951171875, -0.051116943359375, 0.0311737060546875, 0.038299560546875, 0.01074981689453125, 0.01248931884765625, -0.00036644935607910156, -0.01334381103515625, 0.00433349609375, 0.0301513671875, -0.027587890625, -0.008331298828125, 0.003627777099609375, -0.0248565673828125, 0.042205810546875, -0.013702392578125, 0.01776123046875, 0.011749267578125, -0.002529144287109375, -0.005889892578125, -0.00569915771484375, -0.06402587890625, 0.0020923614501953125, 0.0240631103515625, 0.037139892578125, 0.009033203125, 0.00583648681640625, -0.018341064453125, 0.0288543701171875, -0.0183563232421875, -0.1551513671875, -0.0003478527069091797, 0.0287933349609375, 0.00318145751953125, 0.0002014636993408203, 0.01116180419921875, 0.0174407958984375, 0.01192474365234375, 0.035186767578125, 0.0120086669921875, 0.0007834434509277344, 0.01073455810546875, -0.059539794921875, -0.0287628173828125, -0.019775390625, -0.0010662078857421875, -0.0026493072509765625, 0.02130126953125, 0.0118865966796875, 0.0247344970703125, 0.00794219970703125, 0.00817108154296875, -0.04827880859375, -0.036041259765625, -0.00965118408203125, -0.00689697265625, 0.0005826950073242188, -0.0214080810546875, 0.00439453125, -0.00968170166015625, -0.031005859375, 0.00948333740234375, -0.051361083984375, -0.0101165771484375, 0.0041961669921875, 0.0151519775390625, -0.006572723388671875, 0.015533447265625, -0.01611328125, 0.0025730133056640625, -0.007236480712890625, 0.0010690689086914062, 0.0190277099609375, 0.01129913330078125, 0.01122283935546875, -0.01470184326171875, -0.0029144287109375, 0.008514404296875, -0.00787353515625, 0.0028705596923828125, 0.0271453857421875, -0.0109405517578125, 9.232759475708008e-05, -0.01328277587890625, 0.00412750244140625, -0.00800323486328125, 0.018768310546875, 0.023651123046875, -0.0156402587890625, 0.0018758773803710938, -0.054595947265625, 0.0086212158203125, -0.02117919921875, -0.0361328125, -0.01248931884765625, 0.0142974853515625, -0.029541015625, -0.0147705078125, -0.025299072265625, 0.006500244140625, -0.00292205810546875, 0.00156402587890625, 0.00690460205078125, -0.003963470458984375, -0.004673004150390625, -0.002620697021484375, -0.0213775634765625, -0.00939178466796875, -0.0096435546875, -0.014068603515625, -0.0243072509765625, -0.007068634033203125, 0.0168304443359375, 0.01430511474609375, -0.01012420654296875, 0.042816162109375, -0.00366973876953125, -0.0293731689453125, -0.02178955078125, 0.024627685546875, -0.043701171875, 0.01447296142578125, -0.0213470458984375, -0.0245361328125, 0.0408935546875, 0.0037822723388671875, 0.0146331787109375, 0.0095672607421875, -0.020050048828125, -0.006378173828125, 0.0259857177734375, -0.03656005859375, 0.024261474609375, -0.02227783203125, 0.0033779144287109375, 0.002849578857421875, 0.00377655029296875, 0.01129913330078125, 0.0023899078369140625, 0.0035190582275390625, -0.000606536865234375, -0.00962066650390625, -0.0163726806640625, -0.00295257568359375, 0.009124755859375, 0.004924774169921875, -0.0294189453125, -0.0014963150024414062, 0.0177001953125, -0.01425933837890625, -0.01393890380859375, 0.00217437744140625, 0.004268646240234375, 0.0155792236328125, -0.020599365234375, -0.0308685302734375, -0.0031909942626953125, -0.0187530517578125, -0.0084075927734375, 0.051605224609375, -0.00470733642578125, 0.006099700927734375, 0.01032257080078125, -0.014617919921875, 0.0172882080078125, 0.0092926025390625, 0.02996826171875, 0.0255279541015625, 0.0151824951171875, -0.037933349609375, 0.006832122802734375, -0.0007300376892089844, -0.01177978515625, -0.0014743804931640625, 0.031158447265625, 0.05206298828125, 0.00505828857421875, -0.00753021240234375, 0.0125274658203125, -0.004085540771484375, -0.0160064697265625, 0.03955078125, -0.0023403167724609375, 0.0127105712890625, 0.005702972412109375, -0.0213623046875, 0.01280975341796875, -0.03533935546875, -0.0234375, 0.0115814208984375, 0.0165863037109375, 0.042083740234375, 0.0281829833984375, 0.01439666748046875, -0.0176239013671875, -0.043701171875, 0.033538818359375, 0.018951416015625, 0.039031982421875, -0.035186767578125, -0.03472900390625, 0.02191162109375, 0.0048370361328125, -0.0048828125, 0.0140228271484375, 0.00879669189453125, 0.050811767578125, -0.01297760009765625, 0.0304107666015625, -0.01184844970703125, 0.007373809814453125, 0.011383056640625, 0.00701904296875, -0.0244903564453125, -0.005687713623046875, -0.0062713623046875, 0.01096343994140625, 0.0015249252319335938, -0.034393310546875, -0.032440185546875, 0.0189666748046875, 0.00353240966796875, -0.057861328125, -0.01522064208984375, 0.0014142990112304688, -0.0290374755859375, 0.026336669921875, 0.01459503173828125, 0.01116943359375, 0.0111541748046875, 0.02813720703125, -0.00972747802734375, -0.03466796875, -0.021209716796875, -0.0230865478515625, -0.039764404296875, 0.009246826171875, -0.024749755859375, 0.03277587890625, 0.0152130126953125, 0.007167816162109375, 0.0083770751953125, 0.00292205810546875, 0.0291595458984375, -0.036163330078125, 0.0012369155883789062, 0.01361083984375, -0.01401519775390625, 0.0026531219482421875, 0.0158843994140625, 0.06732177734375, -0.00739288330078125, 0.052886962890625, -0.0026683807373046875, -0.009002685546875, 0.030303955078125, 0.0294189453125, 0.00933837890625, 0.004650115966796875, 0.0103302001953125, 0.004726409912109375, -0.04022216796875, 0.045562744140625, 0.018096923828125, -0.0268707275390625, -0.005931854248046875, -0.01297760009765625, -0.01125335693359375, -0.023406982421875, -0.0186920166015625, 0.0229034423828125, 0.0008373260498046875, 0.021636962890625, 0.0229339599609375, -0.01494598388671875, 0.0043182373046875, -0.031768798828125, -0.01490020751953125, -0.0019006729125976562, 0.019683837890625, -0.03375244140625, 0.0254058837890625, 0.0223388671875, 0.01470184326171875, -0.017913818359375, -0.016448974609375, 0.024871826171875, 0.026153564453125, -0.019195556640625, -0.01177978515625, 0.01053619384765625, -0.00041675567626953125, 0.01265716552734375, -0.0217742919921875, 0.02545166015625, -0.0218963623046875, 0.01517486572265625, 0.01384735107421875, -0.00835418701171875, -0.013671875, -0.0149078369140625, 0.05731201171875, -0.051483154296875, 0.002437591552734375, 0.002071380615234375, 0.0277862548828125, -0.0009284019470214844, 0.003864288330078125, -0.004360198974609375, 0.027374267578125, -0.0172576904296875, 0.01210784912109375, 0.02996826171875, -0.0028476715087890625, 0.03485107421875, 0.00634765625, -0.0049591064453125, 0.0054931640625, -0.045074462890625, 0.04510498046875, 0.040008544921875, -0.036865234375, 0.006195068359375, 0.0107269287109375, 0.03680419921875, 0.01461029052734375, 0.0006151199340820312, 0.06549072265625, -0.02471923828125, 0.0147705078125, 0.007762908935546875, -0.038970947265625, -0.0089874267578125, 0.0082550048828125, 0.01300811767578125, 0.0166015625, -0.0050048828125, 0.01441192626953125, -0.006320953369140625, -0.00830841064453125, -0.0233306884765625, -0.00870513916015625, 0.38037109375, -0.04364013671875, 0.0019893646240234375, -0.0021839141845703125, -0.003253936767578125, 0.00623321533203125, 0.0193023681640625, 0.004276275634765625, -0.0019855499267578125, -0.016265869140625, 0.052215576171875, -0.0125732421875, 0.0146026611328125, -0.033111572265625, 0.036773681640625, -0.0167694091796875, -0.006198883056640625, -0.004077911376953125, -0.006656646728515625, -0.0060272216796875, 0.00499725341796875, 0.017578125, 0.022186279296875, -0.00849151611328125, 0.0238189697265625, 0.02581787109375, -0.01114654541015625, 0.0249481201171875, -0.02252197265625, -0.006603240966796875, 0.0269622802734375, 0.00948333740234375, -0.0433349609375, 0.00738525390625, 0.017181396484375, -0.01824951171875, -0.0016345977783203125, 0.0185394287109375, -0.0019245147705078125, 0.017852783203125, 0.037261962890625, 0.0086822509765625, 0.000110626220703125, -0.021240234375, 0.00882720947265625, 0.0035800933837890625, 0.007007598876953125, 0.004550933837890625, -0.026641845703125, 0.01348876953125, 0.003940582275390625, -0.0035839080810546875, 4.470348358154297e-05, -0.0255279541015625, -0.00585174560546875, -2.2649765014648438e-05, -0.018035888671875, 0.0416259765625, 0.042572021484375, -0.0069580078125, 0.0278472900390625, -0.035552978515625, -0.03936767578125, 0.0038604736328125, 0.0082855224609375, -0.0017986297607421875, -0.006744384765625, 0.007549285888671875, -0.0129241943359375, 0.009307861328125, 0.0166778564453125, 0.00173187255859375, 0.01415252685546875, -0.0450439453125, 0.005733489990234375, 0.0202789306640625, -0.038543701171875, -0.01336669921875, 0.0033168792724609375, -0.0201873779296875, -0.022369384765625, -0.008941650390625, -0.0180206298828125, -0.0308685302734375, -0.0138092041015625, -0.00905609130859375, -0.040679931640625, 0.0164337158203125, -0.0189361572265625, -0.040679931640625, -0.034271240234375, -0.01366424560546875, 0.004547119140625, 0.017303466796875, 0.026336669921875, -0.007793426513671875, -0.0159759521484375, 0.0269775390625, -0.03863525390625, -0.027008056640625, 0.01384735107421875, -0.00472259521484375, -0.04388427734375, -0.033843994140625, -0.040191650390625, -0.0201263427734375, 0.002971649169921875, -0.0159912109375, 0.0723876953125, 0.0133819580078125, -1.3113021850585938e-06, 0.002315521240234375, 0.024261474609375, 0.001239776611328125, -0.016204833984375, 0.003345489501953125, -0.01263427734375, 0.00209808349609375, 0.01434326171875, -0.07037353515625, 0.0262451171875, -0.01666259765625, 0.02093505859375, 0.020477294921875, -0.03021240234375, -0.00785064697265625, -0.0235748291015625, -0.001422882080078125, -0.0113677978515625, 0.01291656494140625, 0.0113983154296875, 0.0296478271484375, -0.0118255615234375, -0.07122802734375, 0.007762908935546875, -0.0230255126953125, 0.01055145263671875, -0.002361297607421875, 0.0007338523864746094, -0.0031375885009765625, 0.0221710205078125, 0.0037841796875, -0.01406097412109375, -0.0022029876708984375, 0.0013332366943359375, -0.010589599609375, 0.0252227783203125, 0.01052093505859375, 0.0103759765625, 0.013885498046875, 0.0134124755859375, 0.006290435791015625, -0.019500732421875, -0.248291015625, -0.00771331787109375, 0.0149993896484375, 0.0195465087890625, -0.02471923828125, -0.0261688232421875, -0.01479339599609375, -0.0400390625, -0.026397705078125, 0.0068359375, 0.01904296875, 0.0308380126953125, -0.00830841064453125, -0.0083770751953125, 0.002593994140625, 0.0106964111328125, 0.0008816719055175781, 0.0077362060546875, 0.023101806640625, 0.017120361328125, -0.0105133056640625, -0.01751708984375, 0.05706787109375, 0.0406494140625, 0.033477783203125, 0.0208892822265625, 0.00693511962890625, -0.0077667236328125, -0.0012197494506835938, -0.0156707763671875, 0.01409149169921875, 0.031036376953125, -0.00322723388671875, -0.0084991455078125, -0.0106353759765625, -0.0110015869140625, 0.03887939453125, 0.025848388671875, -0.01529693603515625, 0.020111083984375, -0.00731658935546875, -0.027923583984375, -0.003765106201171875, -0.0177001953125, -0.0210113525390625, 0.00811004638671875, -0.0113983154296875, -0.00870513916015625, 0.049163818359375, 0.005870819091796875, 0.05987548828125, 0.00399017333984375, -0.017913818359375, 0.00521087646484375, 0.00586700439453125, 0.0079345703125, -0.018646240234375, -0.006011962890625, 0.0211639404296875, -0.0140838623046875, 0.00691986083984375, -0.04437255859375, 0.002193450927734375, -0.028076171875, 0.0012159347534179688, 0.034271240234375, -0.01751708984375, -0.011138916015625, -0.0005860328674316406, -0.01537322998046875, -0.05487060546875, -0.0016641616821289062, 0.0379638671875, -0.033233642578125, -0.000682830810546875, -0.0135345458984375, 0.010406494140625, -0.019195556640625, -0.0024738311767578125, 0.01544952392578125, 0.005878448486328125, -0.0170440673828125, 0.008087158203125, 0.0096282958984375, 0.0210418701171875, -0.00518035888671875, 0.0201568603515625, -0.039031982421875, 0.0046844482421875, -0.0139923095703125, -0.057281494140625, -0.0157623291015625, -0.00855255126953125, -0.0097503662109375, 0.020751953125, 0.021575927734375, -0.042633056640625, -0.05072021484375, -0.00811004638671875, 0.00977325439453125, -0.0093841552734375, 0.02679443359375, -0.021820068359375, -0.01065826416015625, -0.0023441314697265625, 0.014007568359375, 0.0015192031860351562, -0.030548095703125, 0.0230712890625, 0.017364501953125, -0.02099609375, -0.01050567626953125, 0.01910400390625, -0.01445770263671875, -0.0035343170166015625, -0.0174407958984375, 0.005126953125, 0.037872314453125, -0.0189056396484375, -0.032012939453125, 0.017608642578125, -0.0291290283203125, -0.0406494140625, -0.008636474609375, -0.0164337158203125, 0.04779052734375, -0.010009765625, 0.018341064453125, -0.000942230224609375, 0.003269195556640625, 0.020172119140625, 0.0192108154296875, 0.01210784912109375, -0.0167236328125, 0.01251983642578125, 0.01250457763671875, 0.0027179718017578125, 0.0239715576171875, -0.014739990234375, 0.0361328125, -0.03863525390625, 0.017608642578125, 0.0015668869018554688, -0.004695892333984375, 0.0174407958984375, -0.01904296875, -0.0216522216796875, -0.0267486572265625, -0.0199432373046875, 0.0177154541015625, 0.03118896484375, -0.00933074951171875, 0.0030498504638671875, 0.00754547119140625, 0.036346435546875, 0.00490570068359375, -0.0162200927734375, 0.030242919921875, -0.056121826171875, -0.0036869049072265625, 0.042236328125, -0.01334381103515625, 0.00600433349609375, 0.014251708984375, 0.0229339599609375, 0.00945281982421875, -0.04656982421875, 0.00284576416015625, -0.0230255126953125, -0.01438140869140625, -0.013427734375, -0.0408935546875, 0.00897216796875, -0.026458740234375, 0.0207366943359375, 0.0220184326171875, -0.028961181640625, 0.037750244140625, 0.0501708984375, 0.0159912109375, 0.029937744140625, 0.002288818359375, 0.01654052734375, -0.01355743408203125, 0.0082550048828125, 0.033660888671875, 0.018707275390625, -0.0054473876953125, -0.021636962890625, -0.01099395751953125, -0.006877899169921875, -0.01312255859375, 0.00931549072265625, -0.0233001708984375, 0.0118408203125, 0.0298614501953125, 0.0121002197265625, 0.017822265625, -0.04638671875, 0.0007219314575195312, -0.00887298583984375, 0.00731658935546875, 0.0194549560546875, -0.0077667236328125, -0.0299224853515625, 0.06640625, -0.0267791748046875, 0.006988525390625, 0.0006666183471679688, 0.0121002197265625, -0.01145172119140625, -0.0301666259765625, -0.0216217041015625, 0.0220489501953125, 0.007137298583984375, -0.0301513671875, -0.016754150390625, -0.005275726318359375, 0.0299530029296875, 0.0164947509765625, 0.0255584716796875, 0.0254058837890625, 0.011627197265625, -0.0111236572265625, -0.01384735107421875, 0.0016155242919921875, 0.0024242401123046875, 0.0014410018920898438, 0.005428314208984375, -0.059112548828125, -0.015777587890625, 0.010009765625, 0.00014495849609375, 0.022369384765625, -0.022247314453125, 0.005329132080078125, 0.0218505859375, 0.006305694580078125, -0.011138916015625, 0.04022216796875, 0.01540374755859375, -0.0037784576416015625, 0.01763916015625, -0.03155517578125, -0.0384521484375, -0.04010009765625, -0.05023193359375, 0.01502227783203125, 0.037109375, 0.007091522216796875, 0.0025501251220703125, -0.00789642333984375, 0.0340576171875, -0.01385498046875, -0.0264739990234375, 0.0175933837890625, -0.006435394287109375, 0.01259613037109375, -0.015838623046875, 0.0146636962890625, 0.006877899169921875, 0.0007472038269042969, -0.010223388671875, -0.0137786865234375, 0.0026493072509765625, -0.01739501953125, 0.026458740234375, -0.024993896484375, 0.01910400390625, 0.00763702392578125, 0.0269317626953125, -0.013885498046875, 0.002895355224609375, -0.0186920166015625, 0.04156494140625, 0.00884246826171875, -0.0033321380615234375, 0.00495147705078125, -0.023834228515625, 0.00698089599609375, 0.0229034423828125, -0.0015506744384765625, 0.00200653076171875, -0.016510009765625, 0.011444091796875, -0.252197265625, 0.026275634765625, 0.01763916015625, 0.369384765625, -0.00449371337890625, 0.0220947265625, 0.0124053955078125, -0.03619384765625, -0.025665283203125, 0.00777435302734375, 0.005115509033203125, 0.032562255859375, -0.0023517608642578125, -0.01500701904296875, -0.035430908203125, 0.054656982421875, 0.036102294921875, -0.04168701171875, -0.01526641845703125, -0.0292510986328125, 0.0168914794921875, 0.009979248046875, 0.0229644775390625, 0.03985595703125, 0.0285491943359375, -0.00572967529296875, 0.007762908935546875, 0.02734375, 0.0142822265625, -0.02008056640625, 0.0103759765625, -0.0136260986328125, 0.269287109375, -0.020050048828125, 0.037139892578125, -0.0216217041015625, -0.02593994140625, 0.0213165283203125, 0.0167083740234375, -0.036895751953125, 0.0135345458984375, -0.0247955322265625, 0.00521087646484375, -0.003421783447265625, 0.01263427734375, -0.005336761474609375, -0.02197265625, -0.06268310546875, 0.0291595458984375, -0.032440185546875, -0.0020465850830078125, -0.008758544921875, -0.007171630859375, -0.0002472400665283203, 0.01171112060546875, -0.006374359130859375, -0.00994110107421875, -0.0148468017578125, -0.0087890625, -0.007343292236328125, 0.0254669189453125, -0.026519775390625, 0.00965118408203125, -0.029937744140625, 0.0011615753173828125, -0.030059814453125, 0.00914764404296875, 0.004131317138671875, 0.04241943359375, 0.01025390625, 0.01190185546875, 0.0047607421875, 0.006626129150390625, -0.01036834716796875, -0.009918212890625, 0.0107421875, -0.031402587890625, 0.011962890625, -1.5914440155029297e-05, 0.01340484619140625, -0.025146484375, 0.0015611648559570312, -0.0232391357421875, -0.0072479248046875, 0.00286102294921875, 0.005435943603515625, 0.024566650390625, -0.0026340484619140625, -0.005191802978515625, 0.0012454986572265625, 0.0191802978515625, -0.02813720703125, -0.0276641845703125, 0.0003104209899902344, -0.01395416259765625, -0.0012979507446289062, -0.00254058837890625, 0.00974273681640625, -0.0494384765625, -0.0036792755126953125, -0.0140380859375, -0.0009708404541015625, 0.01409912109375, -0.017486572265625, -0.00046515464782714844, -0.00952911376953125, 0.0072784423828125, 0.0035915374755859375, -0.00963592529296875, 0.023529052734375, -0.0025272369384765625, -0.0208282470703125, 0.01044464111328125, -0.0167694091796875, 0.00788116455078125, -0.0208587646484375, -0.01043701171875, 0.01007080078125, -0.0287322998046875, -0.002040863037109375, -0.00850677490234375, -0.00984954833984375, 0.0208587646484375, -0.0247650146484375, 0.0132293701171875, -0.007053375244140625, -0.03863525390625, 0.0064849853515625, 0.00955963134765625, -0.0002899169921875, 0.0011911392211914062, 0.0030193328857421875, 0.0139923095703125, 0.007434844970703125, -0.02325439453125, 0.0257110595703125, -0.007843017578125, -0.012908935546875, 0.0093231201171875, -0.02154541015625, -0.0224609375, 0.0254974365234375, -0.0293426513671875, -0.0152130126953125, 0.0069580078125, 0.017669677734375, -0.039825439453125, 0.0107269287109375, 0.0088348388671875, 0.021759033203125, -0.0159149169921875, 0.0029811859130859375, -0.000553131103515625, -0.01039886474609375, -0.00836944580078125, -0.0256500244140625, 0.0021724700927734375, -0.01345062255859375, 0.01007843017578125, 0.00276947021484375, -0.001049041748046875, -0.0264434814453125, -0.021331787109375, -0.0129852294921875, 0.0302581787109375, -0.04388427734375, 0.03692626953125, -0.0117034912109375, -0.0089569091796875, 0.0145111083984375, 0.00913238525390625, -0.0211029052734375, -0.01151275634765625, -0.0130157470703125, -0.023651123046875, 0.03106689453125, 0.02923583984375, 0.0007281303405761719, 0.0143890380859375, 0.04052734375, -0.003383636474609375, 0.0047607421875, -0.01617431640625, -0.040130615234375, 0.0142669677734375, -0.0025157928466796875, -0.03643798828125, -0.0094757080078125, -0.0164794921875, 0.02191162109375, -0.0190887451171875, 0.0009684562683105469, 0.01450347900390625, 0.02020263671875, -0.0146331787109375, -0.035369873046875, 0.011260986328125, -0.0244598388671875, -0.04974365234375, -0.027984619140625, 0.0151519775390625, -0.0140228271484375, 0.01654052734375, -0.02459716796875, -0.043701171875, 0.025177001953125, -0.021087646484375, -0.004787445068359375, 0.041656494140625, 0.01236724853515625, -0.016510009765625], index=1, object='embedding'), Embedding(embedding=[8.589029312133789e-05, -3.272294998168945e-05, -8.124113082885742e-05, -0.0001010894775390625, 5.882978439331055e-05, 8.851289749145508e-05, 6.759166717529297e-05, 9.495019912719727e-05, -0.00014257431030273438, -1.1205673217773438e-05, 9.816884994506836e-05, -4.26173210144043e-05, 3.4749507904052734e-05, -6.61611557006836e-05, 2.9265880584716797e-05, 0.0001214146614074707, 0.00014090538024902344, -5.799531936645508e-05, -3.820657730102539e-05, -0.00019228458404541016, 0.00020194053649902344, 3.11732292175293e-05, 0.00014102458953857422, -5.5789947509765625e-05, 0.00011628866195678711, -7.450580596923828e-06, -0.00017392635345458984, -6.556510925292969e-07, -0.00011670589447021484, -0.0002658367156982422, 0.0002465248107910156, -0.0002455711364746094, -2.562999725341797e-05, 0.0001691579818725586, -2.002716064453125e-05, -0.00011968612670898438, 7.843971252441406e-05, -0.0003409385681152344, 0.0001289844512939453, 0.0003490447998046875, -0.0003719329833984375, 0.00013589859008789062, 3.3020973205566406e-05, -0.00037288665771484375, 6.979703903198242e-05, -9.888410568237305e-05, -0.00021064281463623047, -0.0002218484878540039, -0.00014579296112060547, 9.417533874511719e-06, -0.00020372867584228516, 0.0003032684326171875, 3.266334533691406e-05, 5.245208740234375e-05, 7.236003875732422e-05, 0.0004115104675292969, -2.1696090698242188e-05, -0.00017845630645751953, 9.042024612426758e-05, -0.00011688470840454102, -0.00010830163955688477, 0.00015604496002197266, -0.0001575946807861328, -0.0003457069396972656, -2.086162567138672e-06, -2.0265579223632812e-06, 0.00021517276763916016, 1.990795135498047e-05, -0.0003123283386230469, -1.1980533599853516e-05, 0.0004482269287109375, 0.00012791156768798828, -3.165006637573242e-05, -0.00012105703353881836, -9.208917617797852e-05, 6.41942024230957e-05, 5.841255187988281e-05, 7.712841033935547e-05, 9.590387344360352e-05, 2.4259090423583984e-05, 8.398294448852539e-05, -0.00011426210403442383, 8.982419967651367e-05, -4.494190216064453e-05, -0.00018846988677978516, -9.775161743164062e-06, -1.9669532775878906e-05, 0.0002028942108154297, -3.600120544433594e-05, 0.0003943443298339844, -0.00014853477478027344, 0.0002460479736328125, -0.0002067089080810547, -1.823902130126953e-05, -0.00029206275939941406, 0.0005388259887695312, 3.2007694244384766e-05, -0.00019884109497070312, -1.537799835205078e-05, 0.0002605915069580078, -6.681680679321289e-05, 0.0002346038818359375, -0.00022089481353759766, 1.1920928955078125e-07, -7.69495964050293e-05, 8.130073547363281e-05, -5.3048133850097656e-05, -0.00012552738189697266, 0.0001735687255859375, -0.0002028942108154297, 0.00014698505401611328, -0.00012242794036865234, 0.00016832351684570312, 0.00011545419692993164, -0.00020992755889892578, 0.00020074844360351562, 5.125999450683594e-06, -2.5928020477294922e-05, 3.463029861450195e-05, 0.00010323524475097656, 0.00019252300262451172, -5.0127506256103516e-05, -0.0002448558807373047, 0.0003304481506347656, 1.0609626770019531e-05, -5.048513412475586e-05, -0.00038623809814453125, 0.00016224384307861328, 9.590387344360352e-05, 6.151199340820312e-05, 0.00022327899932861328, -0.00018143653869628906, -0.00011050701141357422, -0.00020873546600341797, -0.00010186433792114258, 0.00032711029052734375, -0.00023698806762695312, 0.00011974573135375977, -0.00044989585876464844, -2.5272369384765625e-05, -5.060434341430664e-05, -8.928775787353516e-05, 0.0001386404037475586, 0.00014734268188476562, -7.50422477722168e-05, 2.2590160369873047e-05, -8.90493392944336e-05, 0.0003261566162109375, -5.161762237548828e-05, 0.00011557340621948242, 0.0003108978271484375, 0.00010401010513305664, 4.017353057861328e-05, -0.0001856088638305664, 0.00019991397857666016, 0.00017595291137695312, 0.0003638267517089844, 0.00013077259063720703, 0.00026035308837890625, -0.00017333030700683594, 8.213520050048828e-05, 0.00013244152069091797, 0.0004634857177734375, 7.748603820800781e-07, 0.00018513202667236328, -0.00022363662719726562, -6.633996963500977e-05, 0.0001646280288696289, -8.505582809448242e-05, 5.453824996948242e-05, -4.6312808990478516e-05, -0.00019443035125732422, -0.0002244710922241211, -0.0001437664031982422, -5.3048133850097656e-05, 0.00017392635345458984, -0.0003437995910644531, -0.00029969215393066406, 0.00011903047561645508, -0.00038123130798339844, -0.00013780593872070312, -0.00021123886108398438, -0.00011348724365234375, -5.424022674560547e-06, -0.0003209114074707031, 1.341104507446289e-05, 0.00012481212615966797, 0.0001938343048095703, 0.00018012523651123047, -0.00017464160919189453, 0.0003311634063720703, 1.9669532775878906e-06, 0.00013518333435058594, 0.00014674663543701172, -1.1146068572998047e-05, 5.8710575103759766e-05, 8.344650268554688e-07, 0.0001863241195678711, 7.617473602294922e-05, -0.0002796649932861328, 0.00022590160369873047, 0.0001671314239501953, -0.0001360177993774414, -0.0004982948303222656, 0.0002429485321044922, -7.677078247070312e-05, -5.167722702026367e-05, -3.039836883544922e-05, -0.0001308917999267578, -0.0001970529556274414, 0.00010442733764648438, 4.0590763092041016e-05, 0.00015842914581298828, 0.00028514862060546875, 0.00016605854034423828, -1.6510486602783203e-05, -6.002187728881836e-05, 0.00017654895782470703, -1.7464160919189453e-05, -0.0005359649658203125, 1.1324882507324219e-05, -0.0001399517059326172, -5.0008296966552734e-05, 0.00014257431030273438, 4.64320182800293e-05, 0.00019097328186035156, 7.706880569458008e-05, -3.790855407714844e-05, -0.00019860267639160156, -4.220008850097656e-05, 0.00010687112808227539, -8.273124694824219e-05, -2.765655517578125e-05, 0.0003108978271484375, 6.198883056640625e-05, 0.00012445449829101562, -5.173683166503906e-05, 0.0003161430358886719, 8.726119995117188e-05, 0.0001150965690612793, -0.00047779083251953125, -0.0001499652862548828, 6.395578384399414e-05, -5.4895877838134766e-05, 3.5881996154785156e-05, -5.799531936645508e-05, 2.7179718017578125e-05, -0.00011718273162841797, 5.739927291870117e-05, 0.00011593103408813477, -5.042552947998047e-05, 6.097555160522461e-05, -0.0002865791320800781, -0.00013196468353271484, 0.0001919269561767578, -0.0003578662872314453, -0.00019073486328125, 0.00018393993377685547, -0.00026988983154296875, 0.00034737586975097656, -3.319978713989258e-05, -0.00023317337036132812, 0.00019800662994384766, -0.0002913475036621094, 0.00018703937530517578, 7.033348083496094e-05, 3.30805778503418e-05, -0.00011676549911499023, -4.6312808990478516e-05, 0.00012624263763427734, -0.00012189149856567383, 3.820657730102539e-05, -3.236532211303711e-05, 3.123283386230469e-05, -9.02414321899414e-05, 2.4139881134033203e-05, 0.00012862682342529297, 0.00010251998901367188, -0.0001583099365234375, 0.0004165172576904297, 2.5391578674316406e-05, 0.0001882314682006836, 0.00024628639221191406, 0.00022733211517333984, -0.0001373291015625, 0.00021958351135253906, -0.00022113323211669922, 0.00014925003051757812, 8.529424667358398e-05, 0.0002199411392211914, -0.0004124641418457031, 2.8014183044433594e-06, -0.0001310110092163086, -0.0004062652587890625, -0.00014841556549072266, -0.0002453327178955078, 0.00011855363845825195, -0.00025081634521484375, -3.981590270996094e-05, -4.9173831939697266e-05, -0.00012350082397460938, -0.000354766845703125, -6.288290023803711e-05, 4.8041343688964844e-05, -0.00015676021575927734, 5.555152893066406e-05, 7.200241088867188e-05, 8.487701416015625e-05, 9.185075759887695e-05, 0.0001310110092163086, -0.0002532005310058594, 0.00033164024353027344, -2.1755695343017578e-05, 7.861852645874023e-05, -0.00026345252990722656, -0.0002048015594482422, 8.189678192138672e-05, 0.00015783309936523438, 4.649162292480469e-05, -0.00027632713317871094, 0.00021028518676757812, 0.00018012523651123047, -1.519918441772461e-05, -0.00036644935607910156, 0.00063323974609375, -7.086992263793945e-05, 0.00499725341796875, 0.00010287761688232422, 8.7738037109375e-05, -0.00017595291137695312, -8.946657180786133e-05, 0.00019252300262451172, -0.0002627372741699219, -0.0002008676528930664, 0.0002627372741699219, -0.00020074844360351562, 4.45246696472168e-05, 0.000225067138671875, 0.00010627508163452148, 0.00014007091522216797, 0.00020444393157958984, -0.0004935264587402344, -4.0531158447265625e-05, 0.00012934207916259766, -1.1920928955078125e-05, -0.00010484457015991211, 0.0002644062042236328, 0.00022363662719726562, 1.1920928955078125e-05, 0.00016438961029052734, -0.00021445751190185547, 6.705522537231445e-05, -4.214048385620117e-05, -0.00012189149856567383, 0.00011330842971801758, -0.000247955322265625, -1.0251998901367188e-05, -0.00018358230590820312, 0.0001900196075439453, 0.0004413127899169922, -2.3066997528076172e-05, 3.2842159271240234e-05, -0.00011008977890014648, -0.00011199712753295898, -0.00012314319610595703, -0.0002142190933227539, -0.00025463104248046875, -0.00011706352233886719, 0.000553131103515625, 0.00021278858184814453, -1.0013580322265625e-05, 1.2874603271484375e-05, 0.00014340877532958984, 0.00019478797912597656, -8.165836334228516e-05, 0.0001882314682006836, -0.00018668174743652344, -0.0001678466796875, -0.0002543926239013672, 0.0001239776611328125, -8.428096771240234e-05, -4.76837158203125e-06, -1.430511474609375e-06, 0.00024175643920898438, -0.00023949146270751953, 0.00016427040100097656, -0.00011342763900756836, 8.738040924072266e-05, 1.0609626770019531e-05, -5.0067901611328125e-05, 0.0002503395080566406, 5.0902366638183594e-05, -7.88569450378418e-05, 0.00033211708068847656, 2.9802322387695312e-06, -0.00013947486877441406, 6.16908073425293e-05, 0.00012445449829101562, -0.00015306472778320312, -0.00018894672393798828, 0.00016033649444580078, -0.00015115737915039062, 0.0001004934310913086, -0.0003104209899902344, 0.00021791458129882812, 0.00014352798461914062, 0.00028014183044433594, -6.020069122314453e-05, 0.00011432170867919922, -0.00014603137969970703, -0.0002149343490600586, 0.00026226043701171875, -0.00014150142669677734, -0.00020313262939453125, -0.0002834796905517578, -0.0002351999282836914, 9.179115295410156e-06, -8.815526962280273e-05, -0.00015079975128173828, 1.8656253814697266e-05, 0.00011783838272094727, 0.00023162364959716797, -5.429983139038086e-05, -0.00011557340621948242, -3.933906555175781e-06, 0.00020992755889892578, -0.00017750263214111328, -0.00014460086822509766, -0.00015926361083984375, -0.000492095947265625, -0.00015842914581298828, 2.110004425048828e-05, 0.00016796588897705078, 7.158517837524414e-05, 0.00019812583923339844, -5.6624412536621094e-05, -0.0003445148468017578, -3.159046173095703e-06, -3.504753112792969e-05, -2.8312206268310547e-05, 0.0002378225326538086, -0.00021648406982421875, -0.00031113624572753906, -0.00018274784088134766, 7.396936416625977e-05, -5.0067901611328125e-06, 6.145238876342773e-05, 3.7729740142822266e-05, -0.0003116130828857422, -0.00022733211517333984, 0.00011539459228515625, 0.00018012523651123047, -0.0003504753112792969, -5.602836608886719e-06, -8.112192153930664e-05, 6.836652755737305e-05, 0.00020134449005126953, 0.0001556873321533203, 0.00016963481903076172, 0.00019991397857666016, 0.00018298625946044922, 0.00020623207092285156, 6.884336471557617e-05, -0.00025463104248046875, 0.0002512931823730469, 0.00015735626220703125, 0.00043129920959472656, 5.257129669189453e-05, -0.0003933906555175781, 7.605552673339844e-05, -0.00021398067474365234, -8.547306060791016e-05, 6.818771362304688e-05, 2.6404857635498047e-05, -0.0001347064971923828, -4.965066909790039e-05, 0.00021076202392578125, 0.00017917156219482422, -0.00013077259063720703, -0.0001468658447265625, -9.655952453613281e-05, 5.543231964111328e-05, -0.00011354684829711914, -0.00022995471954345703, 0.00021409988403320312, 0.00013899803161621094, -1.1444091796875e-05, 2.6464462280273438e-05, 0.00016891956329345703, 5.155801773071289e-05, 0.00011801719665527344, -0.00017213821411132812, 0.0002065896987915039, -0.00032806396484375, 4.172325134277344e-07, 0.0003457069396972656, 1.2636184692382812e-05, 0.0002770423889160156, -0.00018537044525146484, 8.744001388549805e-05, -1.1265277862548828e-05, 1.627206802368164e-05, -0.0002665519714355469, 0.0002789497375488281, 0.00016236305236816406, -9.000301361083984e-05, -6.258487701416016e-06, 0.00011330842971801758, -9.059906005859375e-05, -0.00012695789337158203, 5.221366882324219e-05, -3.2961368560791016e-05, -0.00011682510375976562, 0.00015056133270263672, 0.00017154216766357422, -7.671117782592773e-05, -0.00020885467529296875, -0.00016379356384277344, 0.00014913082122802734, -1.9609928131103516e-05, 0.00015473365783691406, -0.0003802776336669922, -0.00033164024353027344, 0.0003514289855957031, -0.00016701221466064453, -0.0003170967102050781, -8.684396743774414e-05, -1.9669532775878906e-05, -0.00017273426055908203, 0.00010347366333007812, 0.00019121170043945312, -6.973743438720703e-06, 6.955862045288086e-05, 5.161762237548828e-05, 3.713369369506836e-05, 0.00014913082122802734, 0.00028967857360839844, 0.0003535747528076172, -0.0002015829086303711, 0.0001399517059326172, -0.0002391338348388672, 0.00019240379333496094, 0.00028204917907714844, -1.3113021850585938e-06, 9.107589721679688e-05, -0.0005922317504882812, -4.9114227294921875e-05, 0.0001271963119506836, -0.00011068582534790039, -6.562471389770508e-05, -0.0001405477523803711, -0.00029349327087402344, -0.00033974647521972656, 2.2172927856445312e-05, 7.826089859008789e-05, -2.181529998779297e-05, -0.00010955333709716797, -0.00011652708053588867, -0.0004279613494873047, 6.586313247680664e-05, -0.00023889541625976562, 0.0003871917724609375, 0.00020396709442138672, -0.00015342235565185547, 0.00038552284240722656, 0.00042939186096191406, 0.0001933574676513672, -1.3113021850585938e-05, 4.971027374267578e-05, 0.0001062154769897461, 0.0001189112663269043, -0.000431060791015625, 0.00016701221466064453, 2.8967857360839844e-05, 6.35385513305664e-05, -0.00017559528350830078, 0.0003535747528076172, 9.560585021972656e-05, -0.00017702579498291016, 0.0001392364501953125, -0.0001157522201538086, -0.0003337860107421875, 0.0001659393310546875, 0.00021409988403320312, 0.00014066696166992188, -5.7697296142578125e-05, -0.00011581182479858398, 0.00016319751739501953, 0.0003063678741455078, 6.937980651855469e-05, -0.0002601146697998047, 3.081560134887695e-05, 0.00011241436004638672, 8.779764175415039e-05, 8.630752563476562e-05, 4.6193599700927734e-05, 0.00022399425506591797, -0.00019109249114990234, -0.00011777877807617188, -0.00010395050048828125, -0.000507354736328125, 7.015466690063477e-05, -0.0001246929168701172, 4.690885543823242e-05, -0.00019979476928710938, -1.9848346710205078e-05, -7.987022399902344e-06, -7.95125961303711e-05, 0.00022232532501220703, 1.4603137969970703e-05, -0.0001423358917236328, 0.00021970272064208984, -1.7762184143066406e-05, 8.577108383178711e-05, 0.000293731689453125, -4.476308822631836e-05, 0.00013899803161621094, -0.00016582012176513672, 0.00020873546600341797, -0.0002397298812866211, 9.423494338989258e-05, -0.00010126829147338867, 0.0002142190933227539, 9.745359420776367e-05, 1.5437602996826172e-05, -0.00010293722152709961, 0.00010603666305541992, 9.79304313659668e-05, 0.00013959407806396484, 3.4689903259277344e-05, 0.0001271963119506836, 6.788969039916992e-05, 7.915496826171875e-05, 9.936094284057617e-05, -0.00036025047302246094, 2.7835369110107422e-05, -0.0018100738525390625, 7.325410842895508e-05, 0.00011307001113891602, 6.872415542602539e-05, 0.00012063980102539062, -0.00011354684829711914, -1.6868114471435547e-05, 0.0002930164337158203, 9.953975677490234e-05, 0.00019812583923339844, -1.2755393981933594e-05, 0.0003123283386230469, -0.00014352798461914062, -2.86102294921875e-06, -1.5616416931152344e-05, 0.0001957416534423828, -0.000461578369140625, -1.7285346984863281e-06, -0.00021469593048095703, -0.00017464160919189453, -0.00016295909881591797, -1.7285346984863281e-06, 9.077787399291992e-05, -0.00010800361633300781, 0.00028014183044433594, -0.00018084049224853516, -0.00015604496002197266, 0.00022983551025390625, -7.170438766479492e-05, 9.66191291809082e-05, 0.00021255016326904297, -3.8623809814453125e-05, -0.00011539459228515625, 4.017353057861328e-05, -6.878376007080078e-05, 0.0003275871276855469, -3.5762786865234375e-06, -0.00019800662994384766, -0.00030422210693359375, -0.00012135505676269531, 0.00014889240264892578, 0.00011175870895385742, 9.09566879272461e-05, -1.9311904907226562e-05, -8.040666580200195e-05, -0.00011998414993286133, -0.00016820430755615234, -0.0002460479736328125, -2.282857894897461e-05, 6.878376007080078e-05, -1.3113021850585938e-05, -2.956390380859375e-05, -1.430511474609375e-06, 6.16312026977539e-05, 0.00011742115020751953, -7.450580596923828e-05, -0.00034737586975097656, 1.3828277587890625e-05, -0.0004799365997314453, -0.00031948089599609375, -3.838539123535156e-05, -6.985664367675781e-05, 6.151199340820312e-05, 0.00028705596923828125, -0.0002377033233642578, 6.914138793945312e-05, -0.0001404285430908203, -0.0002503395080566406, 3.2007694244384766e-05, -0.0002613067626953125, 6.377696990966797e-05, -0.0003173351287841797, 3.3974647521972656e-06, -5.4001808166503906e-05, 0.00014591217041015625, -7.396936416625977e-05, 7.826089859008789e-05, -0.00012362003326416016, -1.2278556823730469e-05, -7.230043411254883e-05, -0.00018286705017089844, -0.0001195073127746582, 0.0006957054138183594, 0.0001252889633178711, 0.0002567768096923828, 0.00010216236114501953, 0.00010764598846435547, -0.00022339820861816406, -0.0001207590103149414, -5.030632019042969e-05, -4.3272972106933594e-05, -8.249282836914062e-05, 6.9141387939453125e-06, 2.0325183868408203e-05, 0.00021123886108398438, -0.00010830163955688477, 0.000301361083984375, 0.00014829635620117188, 0.0002684593200683594, 0.0002353191375732422, -2.0265579223632812e-05, -0.0004134178161621094, -0.0002224445343017578, -0.00011563301086425781, 4.7206878662109375e-05, 0.0003085136413574219, 9.119510650634766e-06, -5.02467155456543e-05, -0.00042939186096191406, -2.956390380859375e-05, -5.781650543212891e-06, 0.00021719932556152344, -0.00011074542999267578, -0.002986907958984375, -0.00012099742889404297, -0.0002994537353515625, 6.711483001708984e-05, -0.0001895427703857422, -5.0067901611328125e-06, -0.0001461505889892578, 0.00019669532775878906, -9.644031524658203e-05, -6.467103958129883e-05, -0.00023055076599121094, -9.745359420776367e-05, 7.76052474975586e-05, 0.0003173351287841797, -9.059906005859375e-06, 0.0001169443130493164, -0.00012290477752685547, 0.00010162591934204102, 0.0002892017364501953, 3.7610530853271484e-05, 0.00018930435180664062, 2.765655517578125e-05, -4.589557647705078e-05, -0.0001271963119506836, 0.00024509429931640625, 0.0001245737075805664, -0.0022754669189453125, -0.00011098384857177734, 0.00015974044799804688, 0.00016760826110839844, 0.0003452301025390625, -3.7729740142822266e-05, -1.6689300537109375e-05, -9.495019912719727e-05, 3.236532211303711e-05, 9.948015213012695e-05, -0.00018548965454101562, -0.000316619873046875, 0.0001125335693359375, 0.00014019012451171875, -1.6629695892333984e-05, -0.00027632713317871094, -0.00019860267639160156, -0.00027370452880859375, -0.0004649162292480469, 0.000102996826171875, -0.00028395652770996094, 0.00013256072998046875, 0.0002371072769165039, 0.0004169940948486328, 0.00031375885009765625, 0.0003972053527832031, -3.1054019927978516e-05, 9.60230827331543e-05, 0.00045752525329589844, -1.2278556823730469e-05, -0.00016570091247558594, 9.566545486450195e-05, -0.0001837015151977539, 0.00016558170318603516, 0.00015413761138916016, -0.00015306472778320312, 6.896257400512695e-05, -0.0001652240753173828, -0.0002104043960571289, 0.00021374225616455078, 8.165836334228516e-05, 0.00011092424392700195, -0.00010395050048828125, -0.00011181831359863281, 5.245208740234375e-06, 4.863739013671875e-05, 4.774332046508789e-05, -0.0001825094223022461, -7.826089859008789e-05, 8.761882781982422e-05, 0.00023734569549560547, -3.0934810638427734e-05, -0.00010293722152709961, -0.00016748905181884766, 0.00025081634521484375, 0.00015091896057128906, 2.002716064453125e-05, 0.00013172626495361328, -0.00017940998077392578, 0.0001862049102783203, 0.00017070770263671875, 0.00014197826385498047, 1.9252300262451172e-05, 0.0003199577331542969, -0.00010895729064941406, 5.644559860229492e-05, -0.00010800361633300781, 1.2874603271484375e-05, -6.914138793945312e-05, -0.00016605854034423828, 0.00020694732666015625, -5.447864532470703e-05, -0.00028443336486816406, 0.0001537799835205078, 0.00032639503479003906, -0.0001989603042602539, -0.000438690185546875, -0.0002918243408203125, -0.00021827220916748047, -0.0001646280288696289, 0.00030732154846191406, -0.00011169910430908203, 2.384185791015625e-06, -0.00033473968505859375, 4.106760025024414e-05, -8.344650268554688e-07, -0.00011152029037475586, 6.16312026977539e-05, 0.00015783309936523438, 0.000431060791015625, 0.00026988983154296875, 1.329183578491211e-05, -0.00023365020751953125, -5.257129669189453e-05, 0.0003719329833984375, -0.00029277801513671875, 6.908178329467773e-05, 7.939338684082031e-05, -4.166364669799805e-05, -2.2292137145996094e-05, 5.924701690673828e-05, 0.00013637542724609375, -0.00018918514251708984, 0.0003330707550048828, 0.00013625621795654297, 5.8531761169433594e-05, 0.00036263465881347656, -1.4483928680419922e-05, -0.00012302398681640625, -0.0002677440643310547, 4.0531158447265625e-05, -0.00018131732940673828, 0.00010782480239868164, 0.00013303756713867188, 8.344650268554688e-07, -0.0002601146697998047, -0.00021588802337646484, 0.0001747608184814453, 8.612871170043945e-05, 0.00024306774139404297, 6.9141387939453125e-06, -6.0558319091796875e-05, -0.00012046098709106445, 0.00017309188842773438, -2.2232532501220703e-05, 0.00014102458953857422, -6.812810897827148e-05, 0.00036787986755371094, -2.372264862060547e-05, -0.00014722347259521484, -0.00027370452880859375, -4.470348358154297e-06, 0.00019848346710205078, -0.0006656646728515625, -7.593631744384766e-05, -0.0005483627319335938, 0.00011271238327026367, -0.00013196468353271484, -6.079673767089844e-05, -9.232759475708008e-05, -2.3603439331054688e-05, -0.0002834796905517578, 0.0002913475036621094, 5.161762237548828e-05, -6.198883056640625e-05, 0.00017702579498291016, 6.330013275146484e-05, -0.00011664628982543945, 0.00018930435180664062, 0.0001863241195678711, 8.738040924072266e-05, 0.0001729726791381836, 0.0002899169921875, 6.473064422607422e-05, -0.00021898746490478516, 5.328655242919922e-05, 5.2988529205322266e-05, -0.00012171268463134766, -0.00011938810348510742, 0.0001760721206665039, 0.00010526180267333984, -0.0002448558807373047, -0.0002340078353881836, -7.748603820800781e-06, -0.0003459453582763672, -4.291534423828125e-06, 8.034706115722656e-05, 2.676248550415039e-05, -0.00012767314910888672, -0.00046944618225097656, 0.00017571449279785156, 3.898143768310547e-05, -5.4836273193359375e-05, -4.172325134277344e-05, 3.6835670471191406e-05, 0.000545501708984375, 0.00035643577575683594, -0.00013720989227294922, 5.125999450683594e-06, 8.881092071533203e-06, -0.00024211406707763672, 9.804964065551758e-05, 0.00024509429931640625, 7.128715515136719e-05, 2.5451183319091797e-05, -0.00028705596923828125, 0.0005402565002441406, -8.088350296020508e-05, -0.00024139881134033203, 0.00011289119720458984, 4.4405460357666016e-05, -1.6927719116210938e-05, 0.0003414154052734375, 6.836652755737305e-05, 0.0007700920104980469, 0.0001761913299560547, -8.89897346496582e-05, 0.00019943714141845703, 7.474422454833984e-05, 0.00012946128845214844, 0.0004665851593017578, -0.0001289844512939453, -2.104043960571289e-05, 0.0001329183578491211, 0.00020194053649902344, 2.2709369659423828e-05, -5.1856040954589844e-05, 4.9948692321777344e-05, 1.3113021850585938e-05, 0.00033855438232421875, -3.0934810638427734e-05, 8.96453857421875e-05, -0.00012803077697753906, 0.0002040863037109375, 0.0002727508544921875, -0.00027251243591308594, -5.620718002319336e-05, -0.00011014938354492188, -3.2186508178710938e-06, -0.00020694732666015625, -0.00024819374084472656, 0.0001430511474609375, -8.946657180786133e-05, -4.2557716369628906e-05, -4.494190216064453e-05, 0.0003139972686767578, -0.00025153160095214844, 0.00036144256591796875, 4.774332046508789e-05, -0.0001118779182434082, -0.00015664100646972656, -8.189678192138672e-05, -7.659196853637695e-05, -0.00013971328735351562, -0.00021398067474365234, -7.706880569458008e-05, -0.0015325546264648438, -4.774332046508789e-05, 0.00015473365783691406, -0.0002498626708984375, -0.00408935546875, 0.0002467632293701172, 8.368492126464844e-05, -0.0003352165222167969, 0.00021266937255859375, -4.470348358154297e-05, -0.00010693073272705078, -0.000278472900390625, 0.0001615285873413086], index=2, object='embedding'), Embedding(embedding=[-0.00030994415283203125, 0.00015079975128173828, -4.5418739318847656e-05, 0.00016438961029052734, 0.0004546642303466797, -3.0279159545898438e-05, 0.0001691579818725586, -0.000308990478515625, -0.0003292560577392578, 0.0002799034118652344, -0.0002970695495605469, 8.851289749145508e-05, 6.127357482910156e-05, 2.485513687133789e-05, 0.00011146068572998047, -5.751848220825195e-05, -0.00010013580322265625, -0.0005702972412109375, -9.608268737792969e-05, -0.00043582916259765625, -0.0005598068237304688, -7.444620132446289e-05, -6.639957427978516e-05, -9.512901306152344e-05, -0.00037789344787597656, 0.00036835670471191406, -0.00037932395935058594, -0.0006380081176757812, 0.00026345252990722656, -0.0002543926239013672, 0.0005054473876953125, -0.00010716915130615234, 0.0002529621124267578, 0.0001385211944580078, -0.0003306865692138672, 1.049041748046875e-05, 0.0002397298812866211, -7.349252700805664e-05, -9.042024612426758e-05, -6.377696990966797e-06, -0.0003192424774169922, 0.00029540061950683594, 7.063150405883789e-05, 4.6253204345703125e-05, 0.00017213821411132812, 0.000370025634765625, 0.00013506412506103516, -3.2782554626464844e-06, -0.00010836124420166016, 2.9206275939941406e-05, -6.556510925292969e-05, -0.00011074542999267578, -0.0004630088806152344, -0.00011557340621948242, 3.6656856536865234e-05, -0.00013494491577148438, 0.00014066696166992188, -0.00018715858459472656, -0.00030541419982910156, -0.00020635128021240234, -0.0003097057342529297, 9.66191291809082e-05, -0.0003001689910888672, 0.00015342235565185547, 0.00032711029052734375, -0.0001856088638305664, -9.757280349731445e-05, -5.453824996948242e-05, 0.00013959407806396484, 0.00014030933380126953, -0.0004298686981201172, -0.0001513957977294922, -0.0003421306610107422, -0.0001804828643798828, -0.0004546642303466797, -0.00019693374633789062, 0.00044727325439453125, 3.159046173095703e-06, -0.0002460479736328125, -0.00019657611846923828, 0.00035309791564941406, 0.0001804828643798828, 0.00040340423583984375, 9.316205978393555e-05, 0.00010204315185546875, -0.0005049705505371094, -0.0002923011779785156, -2.7120113372802734e-05, -0.0002551078796386719, -0.0007147789001464844, -0.0003478527069091797, -0.00024890899658203125, 5.131959915161133e-05, 0.0004515647888183594, 0.00021827220916748047, -0.00011873245239257812, -7.098913192749023e-05, 0.00016176700592041016, 0.0002243518829345703, -0.0001811981201171875, 0.0003905296325683594, -0.0009450912475585938, 2.014636993408203e-05, 0.00033545494079589844, -0.00014388561248779297, -4.190206527709961e-05, 9.60230827331543e-05, 0.00016200542449951172, -0.00028252601623535156, 2.6524066925048828e-05, 0.0001385211944580078, -8.58306884765625e-05, 7.998943328857422e-05, -0.0004200935363769531, -3.9517879486083984e-05, -0.0003330707550048828, -0.00036644935607910156, 0.0001798868179321289, 5.2809715270996094e-05, -0.00023305416107177734, 0.0002453327178955078, 0.00014770030975341797, -9.959936141967773e-05, 0.0005002021789550781, 0.00045752525329589844, 9.942054748535156e-05, 0.0003039836883544922, -0.0006570816040039062, 0.0003211498260498047, 0.00010460615158081055, 4.8160552978515625e-05, -0.00041794776916503906, 0.00020003318786621094, 0.00017380714416503906, 0.0004267692565917969, 4.798173904418945e-05, 1.913309097290039e-05, 0.0004916191101074219, 9.953975677490234e-06, -0.0002015829086303711, -4.8279762268066406e-05, -0.00038051605224609375, 0.0007638931274414062, -0.0005145072937011719, -0.00022840499877929688, 2.4437904357910156e-06, 0.000179290771484375, 9.799003601074219e-05, -7.772445678710938e-05, 0.0002130270004272461, -9.697675704956055e-05, 0.0005407333374023438, -0.00021529197692871094, -0.0005903244018554688, 0.0004584789276123047, 0.0004851818084716797, -0.0004773139953613281, 0.00030422210693359375, -0.00013935565948486328, 0.00023221969604492188, 0.0001857280731201172, 3.266334533691406e-05, -4.76837158203125e-05, 0.0002593994140625, 3.212690353393555e-05, 1.990795135498047e-05, 8.046627044677734e-06, 0.0002046823501586914, -0.0004582405090332031, 0.0005288124084472656, -6.526708602905273e-05, -9.077787399291992e-05, -4.112720489501953e-06, -8.761882781982422e-05, -0.00011408329010009766, -0.00018548965454101562, 0.00046372413635253906, -1.823902130126953e-05, -0.00016200542449951172, -0.0007781982421875, -0.00044918060302734375, -0.0004258155822753906, -0.0003674030303955078, 2.3543834686279297e-05, 0.00018334388732910156, -0.0002849102020263672, 4.845857620239258e-05, 0.0001996755599975586, 0.00011241436004638672, 0.0001665353775024414, 0.00017380714416503906, -0.0006508827209472656, 0.00018787384033203125, 0.00030422210693359375, 0.0001361370086669922, -0.0003161430358886719, -7.76052474975586e-05, 9.655952453613281e-05, -0.0001074075698852539, 8.58306884765625e-06, 0.00017023086547851562, 5.21540641784668e-05, 0.00011485815048217773, -0.00040078163146972656, 0.00017917156219482422, -9.98377799987793e-05, 0.00026607513427734375, -0.00032782554626464844, 1.4662742614746094e-05, -0.00028204917907714844, -2.09808349609375e-05, -0.0002548694610595703, -0.0006036758422851562, 0.0001398324966430664, 0.00024068355560302734, 0.0003094673156738281, 0.0001424551010131836, 0.0006008148193359375, -0.0007648468017578125, 0.00035881996154785156, 0.00013113021850585938, -0.00030040740966796875, -0.0005602836608886719, 0.0005168914794921875, -0.00017893314361572266, -0.0001367330551147461, -0.00016427040100097656, 0.0003821849822998047, -0.0002560615539550781, -7.194280624389648e-05, 0.00024580955505371094, -3.272294998168945e-05, -0.0004343986511230469, -3.713369369506836e-05, 0.0002605915069580078, 0.00017654895782470703, 0.00035381317138671875, -0.00017642974853515625, -9.489059448242188e-05, -0.0004620552062988281, -0.0001919269561767578, -0.0001004934310913086, 9.036064147949219e-05, -0.00013315677642822266, -0.00022792816162109375, -0.0004677772521972656, 2.5391578674316406e-05, -0.0003628730773925781, -0.0001308917999267578, -8.273124694824219e-05, 1.3709068298339844e-06, -1.817941665649414e-05, -5.245208740234375e-05, 0.00022089481353759766, 0.0004067420959472656, 0.0006155967712402344, -0.00010842084884643555, -0.00016295909881591797, 6.097555160522461e-05, 0.00022661685943603516, -0.00016415119171142578, -6.711483001708984e-05, 0.0003724098205566406, 0.00015151500701904297, 0.0001678466796875, -0.00019359588623046875, -9.441375732421875e-05, -0.0005555152893066406, 0.00023376941680908203, -4.470348358154297e-06, -0.00020778179168701172, -8.857250213623047e-05, 0.00013899803161621094, 0.00032973289489746094, 7.832050323486328e-05, -8.726119995117188e-05, 0.0006251335144042969, 2.9146671295166016e-05, -0.00030231475830078125, -0.00012958049774169922, 0.00023257732391357422, -6.198883056640625e-06, -0.0001569986343383789, 0.0003368854522705078, 0.0004220008850097656, 0.0003261566162109375, 0.0004210472106933594, -0.00025463104248046875, -2.1457672119140625e-06, -0.00026679039001464844, 0.00038051605224609375, -0.00013887882232666016, -6.80088996887207e-05, 0.00012433528900146484, 0.00048613548278808594, -1.710653305053711e-05, -0.0007386207580566406, -3.737211227416992e-05, 0.0001442432403564453, 8.45193862915039e-05, 0.0005393028259277344, -0.0003764629364013672, 5.906820297241211e-05, -3.2186508178710938e-06, -0.0002944469451904297, -0.00011372566223144531, -0.0005984306335449219, 0.0004124641418457031, 0.00025916099548339844, -8.273124694824219e-05, 0.00031185150146484375, -0.00019991397857666016, 9.423494338989258e-05, -0.0004901885986328125, -0.00020933151245117188, 0.0003714561462402344, 5.364418029785156e-06, 0.00024819374084472656, 0.0003120899200439453, 0.0005431175231933594, 4.863739013671875e-05, 5.137920379638672e-05, -0.0004100799560546875, -2.4497509002685547e-05, -0.00013184547424316406, 5.251169204711914e-05, 0.0046539306640625, 0.00032067298889160156, -0.0004246234893798828, 0.0001423358917236328, -0.00016355514526367188, -0.0006189346313476562, -0.0002541542053222656, 0.00010210275650024414, 0.00024068355560302734, -0.00017201900482177734, 0.00020837783813476562, -0.0005488395690917969, 7.730722427368164e-05, 4.273653030395508e-05, 6.937980651855469e-05, 0.0004222393035888672, -8.821487426757812e-06, -0.00024819374084472656, 6.830692291259766e-05, 0.00025200843811035156, -0.0005488395690917969, 0.00012421607971191406, 5.060434341430664e-05, -0.00047516822814941406, -9.316205978393555e-05, -0.0003285408020019531, -2.849102020263672e-05, -0.00019347667694091797, -0.0002624988555908203, -5.340576171875e-05, -0.0001285076141357422, -0.00012034177780151367, -4.118680953979492e-05, 0.00045752525329589844, 0.00019669532775878906, -0.0004413127899169922, 8.666515350341797e-05, -0.0001857280731201172, 1.7762184143066406e-05, -0.0004067420959472656, -0.00015211105346679688, 5.9545040130615234e-05, -0.00038886070251464844, 0.0001704692840576172, 0.0004391670227050781, -0.00042700767517089844, 0.00014770030975341797, -0.0003256797790527344, -0.0005254745483398438, -0.00018525123596191406, -8.732080459594727e-05, 0.00013506412506103516, 0.0007238388061523438, 9.47117805480957e-05, -4.2438507080078125e-05, -0.00012886524200439453, 4.416704177856445e-05, 8.410215377807617e-05, 0.0003304481506347656, -0.00010532140731811523, -0.0005922317504882812, 0.00022721290588378906, 0.0005884170532226562, 5.918741226196289e-05, -0.0004763603210449219, -0.0004761219024658203, -0.0001226663589477539, -0.00011551380157470703, -0.00013625621795654297, 0.00016355514526367188, 1.3530254364013672e-05, 0.0003502368927001953, 8.392333984375e-05, 0.00018906593322753906, -0.0001405477523803711, -0.0001322031021118164, 1.996755599975586e-05, -0.0002980232238769531, -9.423494338989258e-05, 0.0006122589111328125, -0.00013947486877441406, 0.00021266937255859375, -0.00024318695068359375, -0.0002092123031616211, -0.00017833709716796875, 0.00029468536376953125, -9.292364120483398e-05, -2.4080276489257812e-05, 0.0001939535140991211, -0.00021338462829589844, 0.00047707557678222656, 0.0004799365997314453, 0.0004563331604003906, -0.00041604042053222656, 0.0004456043243408203, -0.0003142356872558594, -2.8908252716064453e-05, -0.00029730796813964844, 8.809566497802734e-05, 4.4226646423339844e-05, 0.00046324729919433594, 3.045797348022461e-05, -7.808208465576172e-06, -0.0001919269561767578, 2.9385089874267578e-05, 0.0003063678741455078, 0.00039505958557128906, 0.00013184547424316406, -0.00018298625946044922, 0.00013554096221923828, -4.649162292480469e-06, 0.000141143798828125, -1.9073486328125e-05, -0.00023829936981201172, 0.000255584716796875, 0.0005078315734863281, 0.00013637542724609375, -0.00013077259063720703, -5.46574592590332e-05, 0.00047898292541503906, 6.943941116333008e-05, -0.00015175342559814453, 7.331371307373047e-06, -0.00010597705841064453, -0.0005731582641601562, -1.8835067749023438e-05, 0.00017082691192626953, 0.0001710653305053711, -0.0003452301025390625, 0.00032806396484375, 0.000629425048828125, 0.0003554821014404297, -0.00036644935607910156, -8.428096771240234e-05, -7.683038711547852e-05, 0.0003826618194580078, 6.526708602905273e-05, 0.00012636184692382812, -0.0003032684326171875, -0.0002276897430419922, -2.5451183319091797e-05, -0.00012290477752685547, -0.000812530517578125, 0.000457763671875, 0.0002772808074951172, -0.0001780986785888672, 0.0002701282501220703, -0.00060272216796875, -0.0003063678741455078, 0.0003235340118408203, 1.3947486877441406e-05, 0.00067901611328125, -0.0006856918334960938, 0.00024235248565673828, -0.0003330707550048828, -0.0005445480346679688, -0.0002263784408569336, -0.0006146430969238281, -0.00011116266250610352, 8.547306060791016e-05, -0.00018072128295898438, -0.0005350112915039062, -0.00043010711669921875, -0.0002551078796386719, -0.00043845176696777344, -0.0005340576171875, -0.00011861324310302734, 0.00034332275390625, 0.00014710426330566406, 0.00019752979278564453, -0.00038123130798339844, 2.9385089874267578e-05, 0.00022721290588378906, 1.9729137420654297e-05, -0.00022876262664794922, 0.0002262592315673828, -8.600950241088867e-05, 0.0005259513854980469, -0.00015044212341308594, -9.22083854675293e-05, 6.711483001708984e-05, 0.0003120899200439453, -0.0006861686706542969, -0.0003120899200439453, -0.00014889240264892578, -0.00023651123046875, -0.00013017654418945312, 0.00042748451232910156, -0.0003364086151123047, 5.173683166503906e-05, 0.0006413459777832031, -5.125999450683594e-06, 0.00013267993927001953, 0.00032711029052734375, 0.0002951622009277344, 0.00012874603271484375, 0.0002472400665283203, 6.99162483215332e-05, 0.0003190040588378906, 0.0005388259887695312, 0.00014030933380126953, 0.00021469593048095703, 0.00024330615997314453, -8.630752563476562e-05, -0.0005154609680175781, 0.00013935565948486328, -6.92605972290039e-05, 0.0003991127014160156, -0.0003218650817871094, -4.857778549194336e-05, -0.00026345252990722656, 0.0005054473876953125, -0.0003120899200439453, -0.00015056133270263672, 2.6226043701171875e-05, -0.00027489662170410156, 0.00015687942504882812, 0.0002262592315673828, 0.0003707408905029297, -0.000461578369140625, 0.0004334449768066406, 2.181529998779297e-05, 8.547306060791016e-05, 0.00019419193267822266, 0.0004892349243164062, -0.00028514862060546875, 0.00016760826110839844, -0.0003161430358886719, -0.0006017684936523438, -0.00020825862884521484, 0.0004169940948486328, -0.00010347366333007812, 0.00010573863983154297, -0.00015306472778320312, -0.00021386146545410156, 0.00023543834686279297, -0.00016486644744873047, 0.0005636215209960938, 0.0003294944763183594, 2.4080276489257812e-05, -0.00036525726318359375, 0.00014257431030273438, 0.0003552436828613281, 0.00021541118621826172, -0.00018990039825439453, -0.000171661376953125, 0.0003027915954589844, 0.0001112818717956543, 1.8835067749023438e-05, 0.00037670135498046875, 0.0003402233123779297, 9.673833847045898e-05, -6.252527236938477e-05, 0.0002808570861816406, -0.0003714561462402344, -0.00031685829162597656, -0.0003619194030761719, -0.00014472007751464844, 0.00023758411407470703, 0.00022089481353759766, -0.0002300739288330078, -9.888410568237305e-05, -7.94529914855957e-05, -3.2782554626464844e-06, 0.00010484457015991211, -0.00023734569549560547, -6.872415542602539e-05, -8.589029312133789e-05, 0.0004987716674804688, 3.510713577270508e-05, -0.0002827644348144531, -3.5703182220458984e-05, 0.00011646747589111328, 0.0002567768096923828, -6.079673767089844e-05, -2.1457672119140625e-06, 0.0003421306610107422, -8.040666580200195e-05, -0.00023412704467773438, 0.0003638267517089844, -0.0004024505615234375, 0.0008068084716796875, -0.0003795623779296875, -0.00011640787124633789, 0.0005903244018554688, -0.00013136863708496094, 0.0002079010009765625, 0.0002422332763671875, -5.125999450683594e-06, -0.0006928443908691406, -0.00025391578674316406, -6.633996963500977e-05, 0.0003402233123779297, -5.328655242919922e-05, -0.0004425048828125, 0.0001920461654663086, 0.0005502700805664062, -0.00030732154846191406, 0.00020897388458251953, -1.2576580047607422e-05, -0.0003402233123779297, 0.0003018379211425781, -0.000202178955078125, 4.601478576660156e-05, -2.0742416381835938e-05, -0.00019884109497070312, -8.565187454223633e-05, 0.00037789344787597656, 0.00013887882232666016, -0.0003216266632080078, -0.002323150634765625, 7.081031799316406e-05, -0.0002238750457763672, 0.0001895427703857422, 0.0005350112915039062, -1.1682510375976562e-05, 0.00016105175018310547, 0.0002803802490234375, 2.1457672119140625e-05, -0.00011008977890014648, -0.000553131103515625, 0.00034117698669433594, -0.0003757476806640625, -0.0003705024719238281, 0.00063323974609375, 8.380413055419922e-05, -0.0002224445343017578, 0.00015735626220703125, -0.00012129545211791992, -0.00016391277313232422, -2.8073787689208984e-05, -0.00016427040100097656, -0.00013315677642822266, -0.0004761219024658203, -3.129243850708008e-05, 0.0002605915069580078, 0.0004935264587402344, 0.00011169910430908203, 0.0002231597900390625, -0.0002620220184326172, -0.000102996826171875, -9.506940841674805e-05, -0.00013506412506103516, -9.644031524658203e-05, 4.6312808990478516e-05, 0.00032782554626464844, 3.725290298461914e-05, 1.5020370483398438e-05, 0.00017642974853515625, -0.00032210350036621094, 0.00019359588623046875, -0.0004513263702392578, 0.000720977783203125, -0.00014519691467285156, -0.0002911090850830078, 0.00012814998626708984, -0.00020051002502441406, 5.5730342864990234e-05, -3.0934810638427734e-05, 8.231401443481445e-05, -9.834766387939453e-06, -0.00010752677917480469, 4.649162292480469e-05, 0.00019562244415283203, 0.0002696514129638672, -4.220008850097656e-05, 3.2186508178710938e-06, -8.612871170043945e-05, -0.0004706382751464844, -0.00014221668243408203, -0.0002689361572265625, 0.0001550912857055664, -0.00017321109771728516, 0.00014960765838623047, 0.00015723705291748047, 8.100271224975586e-05, 0.00025272369384765625, 0.00016689300537109375, 7.712841033935547e-05, -0.0004444122314453125, -0.0004820823669433594, 5.358457565307617e-05, 0.0003428459167480469, -4.363059997558594e-05, 0.0001773834228515625, -0.0006194114685058594, 0.0002865791320800781, 0.0003147125244140625, -0.00010031461715698242, -0.00021541118621826172, 0.0005908012390136719, 0.0002872943878173828, -0.0003216266632080078, 1.519918441772461e-05, -0.00018477439880371094, -0.0007200241088867188, 0.00034618377685546875, 0.00032067298889160156, 0.0004649162292480469, -0.00015425682067871094, 0.00033664703369140625, 0.0009760856628417969, 0.00012105703353881836, 0.00014591217041015625, -0.0001571178436279297, -0.00032448768615722656, -0.00015091896057128906, -0.0004229545593261719, -9.781122207641602e-05, 0.0005006790161132812, 0.00020253658294677734, -0.00026798248291015625, 0.00036835670471191406, -5.364418029785156e-06, 0.000370025634765625, 0.00034427642822265625, -0.00031495094299316406, -0.0004887580871582031, 0.0001251697540283203, 0.00022673606872558594, -0.00032591819763183594, 8.058547973632812e-05, -5.543231964111328e-06, -0.003101348876953125, -8.726119995117188e-05, 0.0002815723419189453, 0.0006017684936523438, 0.0002751350402832031, 0.00013530254364013672, -7.599592208862305e-05, 0.00012624263763427734, -0.0005412101745605469, -0.0004684925079345703, 0.0003113746643066406, 0.0002372264862060547, 0.00013816356658935547, -2.6166439056396484e-05, -5.1915645599365234e-05, -8.320808410644531e-05, -0.00033974647521972656, -0.00020420551300048828, -0.0006585121154785156, -1.2099742889404297e-05, -1.817941665649414e-05, -0.0003535747528076172, -0.00035381317138671875, -0.00016355514526367188, 0.00017023086547851562, -0.0003216266632080078, -0.0024814605712890625, -0.0003833770751953125, -1.621246337890625e-05, -2.0503997802734375e-05, 0.00012505054473876953, -5.27501106262207e-05, -0.00022673606872558594, 8.672475814819336e-05, 0.00014257431030273438, -7.95125961303711e-05, -0.00018358230590820312, -0.0001723766326904297, -8.749961853027344e-05, -0.0003509521484375, -3.4928321838378906e-05, -2.2292137145996094e-05, 9.298324584960938e-05, -5.2034854888916016e-05, -3.820657730102539e-05, 6.365776062011719e-05, 0.0004515647888183594, -0.000152587890625, 0.00011044740676879883, 0.0004267692565917969, 0.00023663043975830078, 0.0005249977111816406, -0.0002777576446533203, -0.00024020671844482422, 0.000125885009765625, 0.00012683868408203125, -0.00039958953857421875, -1.3709068298339844e-06, 2.7418136596679688e-06, 0.00027298927307128906, 0.00028824806213378906, 0.00016605854034423828, 0.000400543212890625, 0.00010508298873901367, 0.0003147125244140625, -0.00039005279541015625, -2.580881118774414e-05, -0.0002796649932861328, 0.0003044605255126953, -0.0006628036499023438, -0.0005698204040527344, -1.0132789611816406e-05, -0.00013327598571777344, -0.0001558065414428711, 0.00016248226165771484, -0.0005021095275878906, 0.0004456043243408203, 0.0003120899200439453, -0.0001468658447265625, 0.0002765655517578125, -0.0003535747528076172, 7.49826431274414e-05, 0.000446319580078125, 0.0001513957977294922, -0.0002416372299194336, 3.93986701965332e-05, 0.0005445480346679688, 7.76052474975586e-05, -0.00014662742614746094, 2.7418136596679688e-06, 0.00022864341735839844, -9.834766387939453e-06, 0.00011491775512695312, 0.00015628337860107422, 0.00010645389556884766, 1.1205673217773438e-05, -0.00022792816162109375, -0.0001385211944580078, -0.0006580352783203125, 0.00017213821411132812, -0.00021016597747802734, -2.7835369110107422e-05, 0.0001264810562133789, 6.186962127685547e-05, 0.00037550926208496094, -0.0003197193145751953, -0.0001480579376220703, 0.00025582313537597656, -0.0003604888916015625, -3.045797348022461e-05, 0.0009307861328125, -6.783008575439453e-05, 0.00029850006103515625, -7.37309455871582e-05, -0.0002713203430175781, 8.07642936706543e-05, -0.0010595321655273438, 3.337860107421875e-06, 0.00018537044525146484, 0.0004725456237792969, 0.0005445480346679688, -0.0003185272216796875, -0.00025653839111328125, 0.00021445751190185547, 0.0003218650817871094, -0.0005826950073242188, -1.728534698486328e-05, -0.00020039081573486328, 0.00012105703353881836, -0.0003612041473388672, 0.0006241798400878906, 0.0004973411560058594, 0.00023472309112548828, -0.0005030632019042969, 4.07099723815918e-05, -0.0002014636993408203, -0.00015282630920410156, 0.00010895729064941406, -2.4616718292236328e-05, 8.83340835571289e-05, -0.00030541419982910156, -0.00012230873107910156, -9.703636169433594e-05, 0.00015926361083984375, -0.0004143714904785156, 0.00018513202667236328, -0.00036072731018066406, -6.747245788574219e-05, -0.0004677772521972656, -0.0002758502960205078, 0.00014019012451171875, -0.0003197193145751953, -0.0004258155822753906, 0.0001017451286315918, -6.204843521118164e-05, -0.00010639429092407227, 0.0003814697265625, -0.0006260871887207031, -4.76837158203125e-06, 0.00025463104248046875, -0.0002694129943847656, 9.059906005859375e-05, -3.725290298461914e-05, 0.0002455711364746094, -0.0003781318664550781, 0.0002715587615966797, 0.0003821849822998047, 9.125471115112305e-05, 0.00026535987854003906, -0.00026798248291015625, 6.198883056640625e-05, 0.0007653236389160156, 0.00012034177780151367, 6.54458999633789e-05, -6.276369094848633e-05, 2.8848648071289062e-05, -0.0002932548522949219, 0.00025010108947753906, 0.0001322031021118164, 0.0004596710205078125, -8.422136306762695e-05, 0.000423431396484375, -0.00017178058624267578, 0.0001913309097290039, -9.924173355102539e-05, 9.298324584960938e-06, -0.0003566741943359375, -8.732080459594727e-05, 4.5180320739746094e-05, -0.0002186298370361328, -0.00023615360260009766, 0.00020205974578857422, 0.00017881393432617188, -0.0001741647720336914, -3.635883331298828e-05, -0.00040078163146972656, -0.00017273426055908203, -0.0002675056457519531, -0.0005750656127929688, 3.272294998168945e-05, 0.00025582313537597656, 0.0004360675811767578, -0.00023829936981201172, 1.609325408935547e-05, -0.00015044212341308594, 0.00013303756713867188, -5.9604644775390625e-05, -6.765127182006836e-05, 0.00015401840209960938, -0.00033020973205566406, 3.927946090698242e-05, -0.0005207061767578125, -0.00021195411682128906, 0.00010257959365844727, -0.00012022256851196289, -0.00021350383758544922, -8.07046890258789e-05, 0.0002009868621826172, -0.00011968612670898438, -0.00016057491302490234, -0.0002684593200683594, 0.00014412403106689453, -0.00026488304138183594, 0.0004782676696777344, 6.29425048828125e-05, 6.157159805297852e-05, -0.00023651123046875, -0.00015282630920410156, -0.00023066997528076172, -0.00013196468353271484, -0.0002918243408203125, 0.00021004676818847656, 0.0004458427429199219, -0.00011795759201049805, 4.9948692321777344e-05, -0.0006127357482910156, -0.00020515918731689453, 8.70823860168457e-05, 0.00037407875061035156, -0.0005006790161132812, -0.0005440711975097656, -9.98377799987793e-05, 0.00037860870361328125, -0.00014007091522216797, 0.00044345855712890625, 0.0003070831298828125, 7.486343383789062e-05, -8.928775787353516e-05, -0.0001227855682373047, -0.00011307001113891602, 9.22083854675293e-05, 0.0001647472381591797, -0.00025963783264160156, 0.0002460479736328125, -0.0003116130828857422, -1.4901161193847656e-06, -0.00041747093200683594, 0.00024008750915527344, 4.494190216064453e-05, -0.0008096694946289062, -8.32676887512207e-05, -0.00018227100372314453, 0.00032973289489746094, -0.0002371072769165039, 0.0003871917724609375, -0.0004832744598388672, -0.003795623779296875, 0.0001863241195678711, -0.0004372596740722656, -0.00012767314910888672, -0.0002307891845703125, 0.0002620220184326172, 6.461143493652344e-05, -0.0002162456512451172, 0.00013780593872070312], index=3, object='embedding')]

Cosine Similarity

You can calculate cosine similarity between images and text, as shown in the example below:

Copy
Copied!

            
            from openai import OpenAI
import torch
client = OpenAI(base_url="http://0.0.0.0:8000/v1", api_key="not-used")

embeddings_data = client.embeddings.create(
    input=["data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAAEElEQVR4nGK6HcwNCAAA//8DTgE8HuxwEQAAAABJRU5ErkJggg==",
           "data:image/jpeg;base64,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",
           "The quick brown fox jumped over the lazy dog"],
    model="nvidia/nvclip-vit-h-14",
    encoding_format="float"
).data

all_embeddings = [data.embedding for data in embeddings_data]
image_embeddings = [torch.tensor(embedding) for embedding in all_embeddings[:-1]]

image_embeddings = torch.stack(image_embeddings)
text_embeddings = torch.tensor(all_embeddings[-1])

image_embeddings /= image_embeddings.norm(dim=-1, keepdim=True)
text_embeddings /= text_embeddings.norm(dim=-1, keepdim=True)
probabilities = (100.0 * text_embeddings @ image_embeddings.T).softmax(dim=-1)

probabilities = {f"Image{i+1}": float(d) for i, d in enumerate(probabilities)}
print(probabilities)

# prints
# {'Image 1': 0.9962051510810852, 'Image 2': 0.0037948847748339176}

Stopping the container

If a Docker container is launched with the --name command line option, you can use the following command to stop the running container.

Copy
Copied!

            
            # In the previous sections, the environment variable CONTAINER_NAME was
# defined using `export CONTAINER_NAME=nvclip`
docker stop $CONTAINER_NAME

Use docker kill if stop is not responsive. Follow either by docker rm $CONTAINER_NAME if you do not intend to restart this container as-is (with docker start $CONTAINER_NAME), in which case you will need to re-use the docker run ... instructions from the beginning of this section to start a new container for your NIM.

If you did not start a container with --name, use the output of the docker ps command to get a container ID for the image you used.

Previous Release Notes

Next Configuring a NIM