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Resemblyzer | python package to analyze and compare voices | Speech library

 by   resemble-ai Python Version: 0.1.1-dev License: Apache-2.0

 by   resemble-ai Python Version: 0.1.1-dev License: Apache-2.0

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kandi X-RAY | Resemblyzer Summary

Resemblyzer is a Python library typically used in Artificial Intelligence, Speech, Deep Learning, Tensorflow applications. Resemblyzer has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has medium support. You can install using 'pip install Resemblyzer' or download it from GitHub, PyPI.
Resemblyzer allows you to derive a high-level representation of a voice through a deep learning model (referred to as the voice encoder). Given an audio file of speech, it creates a summary vector of 256 values (an embedding, often shortened to "embed" in this repo) that summarizes the characteristics of the voice spoken. N.B.: this repo holds 100mb of audio data for demonstration purpose. To get the package alone, run pip install resemblyzer (python 3.5+ is required).
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kandi-support Support

  • Resemblyzer has a medium active ecosystem.
  • It has 1586 star(s) with 289 fork(s). There are 60 watchers for this library.
  • It had no major release in the last 12 months.
  • There are 27 open issues and 31 have been closed. On average issues are closed in 5 days. There are no pull requests.
  • It has a neutral sentiment in the developer community.
  • The latest version of Resemblyzer is 0.1.1-dev
Resemblyzer Support
Best in #Speech
Average in #Speech
Resemblyzer Support
Best in #Speech
Average in #Speech

quality kandi Quality

  • Resemblyzer has 0 bugs and 0 code smells.
Resemblyzer Quality
Best in #Speech
Average in #Speech
Resemblyzer Quality
Best in #Speech
Average in #Speech

securitySecurity

  • Resemblyzer has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
  • Resemblyzer code analysis shows 0 unresolved vulnerabilities.
  • There are 0 security hotspots that need review.
Resemblyzer Security
Best in #Speech
Average in #Speech
Resemblyzer Security
Best in #Speech
Average in #Speech

license License

  • Resemblyzer is licensed under the Apache-2.0 License. This license is Permissive.
  • Permissive licenses have the least restrictions, and you can use them in most projects.
Resemblyzer License
Best in #Speech
Average in #Speech
Resemblyzer License
Best in #Speech
Average in #Speech

buildReuse

  • Resemblyzer releases are available to install and integrate.
  • Deployable package is available in PyPI.
  • Build file is available. You can build the component from source.
  • Installation instructions are not available. Examples and code snippets are available.
  • Resemblyzer saves you 84 person hours of effort in developing the same functionality from scratch.
  • It has 216 lines of code, 12 functions and 7 files.
  • It has high code complexity. Code complexity directly impacts maintainability of the code.
Resemblyzer Reuse
Best in #Speech
Average in #Speech
Resemblyzer Reuse
Best in #Speech
Average in #Speech
Top functions reviewed by kandi - BETA

kandi has reviewed Resemblyzer and discovered the below as its top functions. This is intended to give you an instant insight into Resemblyzer implemented functionality, and help decide if they suit your requirements.

  • Preprocess a wav file
    • Trim the end of the audio waveform
    • Normalize a wav
  • Plot the diagization of the similarity plot
    • Play a WAV file
  • Embed the utterance of the utterance
    • Computes the split utterances for two partial utterances
  • Embed a list of speakers
    • Embed the utterance of a given utterance
  • Plot projections of speakers
    • Plot similarity matrix
      • Plot histogram of samples

        Get all kandi verified functions for this library.

        Get all kandi verified functions for this library.

        Resemblyzer Key Features

        A python package to analyze and compare voices with deep learning

        Community Discussions

        Trending Discussions on Speech
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        • Assigning True/False if a token is present in a data-frame
        • speechSynthesis.getVoices (Web Speech API) doesn't show some of the locally installed voices
        • Combining Object Detection with Text to Speech Code
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        • Rails. Puma stops working when instantiating a client of Google Cloud Text-to-Speech (Windows)
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        Trending Discussions on Speech

        QUESTION

        Enable use of images from the local library on Kubernetes

        Asked 2022-Mar-20 at 13:23

        I'm following a tutorial https://docs.openfaas.com/tutorials/first-python-function/,

        currently, I have the right image

        $ docker images | grep hello-openfaas
        wm/hello-openfaas                                     latest                          bd08d01ce09b   34 minutes ago      65.2MB
        $ faas-cli deploy -f ./hello-openfaas.yml 
        Deploying: hello-openfaas.
        WARNING! You are not using an encrypted connection to the gateway, consider using HTTPS.
        
        Deployed. 202 Accepted.
        URL: http://IP:8099/function/hello-openfaas
        

        there is a step that forewarns me to do some setup(My case is I'm using Kubernetes and minikube and don't want to push to a remote container registry, I should enable the use of images from the local library on Kubernetes.), I see the hints

        see the helm chart for how to set the ImagePullPolicy
        

        I'm not sure how to configure it correctly. the final result indicates I failed.

        Unsurprisingly, I couldn't access the function service, I find some clues in https://docs.openfaas.com/deployment/troubleshooting/#openfaas-didnt-start which might help to diagnose the problem.

        $ kubectl logs -n openfaas-fn deploy/hello-openfaas
        Error from server (BadRequest): container "hello-openfaas" in pod "hello-openfaas-558f99477f-wd697" is waiting to start: trying and failing to pull image
        
        $ kubectl describe -n openfaas-fn deploy/hello-openfaas
        Name:                   hello-openfaas
        Namespace:              openfaas-fn
        CreationTimestamp:      Wed, 16 Mar 2022 14:59:49 +0800
        Labels:                 faas_function=hello-openfaas
        Annotations:            deployment.kubernetes.io/revision: 1
                                prometheus.io.scrape: false
        Selector:               faas_function=hello-openfaas
        Replicas:               1 desired | 1 updated | 1 total | 0 available | 1 unavailable
        StrategyType:           RollingUpdate
        MinReadySeconds:        0
        RollingUpdateStrategy:  0 max unavailable, 1 max surge
        Pod Template:
          Labels:       faas_function=hello-openfaas
          Annotations:  prometheus.io.scrape: false
          Containers:
           hello-openfaas:
            Image:      wm/hello-openfaas:latest
            Port:       8080/TCP
            Host Port:  0/TCP
            Liveness:   http-get http://:8080/_/health delay=2s timeout=1s period=2s #success=1 #failure=3
            Readiness:  http-get http://:8080/_/health delay=2s timeout=1s period=2s #success=1 #failure=3
            Environment:
              fprocess:  python3 index.py
            Mounts:      <none>
          Volumes:       <none>
        Conditions:
          Type           Status  Reason
          ----           ------  ------
          Available      False   MinimumReplicasUnavailable
          Progressing    False   ProgressDeadlineExceeded
        OldReplicaSets:  <none>
        NewReplicaSet:   hello-openfaas-558f99477f (1/1 replicas created)
        Events:
          Type    Reason             Age   From                   Message
          ----    ------             ----  ----                   -------
          Normal  ScalingReplicaSet  29m   deployment-controller  Scaled up replica set hello-openfaas-558f99477f to 1
        

        hello-openfaas.yml

        version: 1.0
        provider:
          name: openfaas
          gateway: http://IP:8099
        functions:
          hello-openfaas:
            lang: python3
            handler: ./hello-openfaas
            image: wm/hello-openfaas:latest
            imagePullPolicy: Never
        

        I create a new project hello-openfaas2 to reproduce this error

        $ faas-cli new --lang python3 hello-openfaas2 --prefix="wm"
        Folder: hello-openfaas2 created.
        # I add `imagePullPolicy: Never` to `hello-openfaas2.yml`
        $ faas-cli build -f ./hello-openfaas2.yml 
        $ faas-cli deploy -f ./hello-openfaas2.yml 
        Deploying: hello-openfaas2.
        WARNING! You are not using an encrypted connection to the gateway, consider using HTTPS.
        
        Deployed. 202 Accepted.
        URL: http://192.168.1.3:8099/function/hello-openfaas2
        
        
        $ kubectl logs -n openfaas-fn deploy/hello-openfaas2
        Error from server (BadRequest): container "hello-openfaas2" in pod "hello-openfaas2-7c67488865-7d7vm" is waiting to start: image can't be pulled
        
        $ kubectl get pods --all-namespaces
        NAMESPACE              NAME                                        READY   STATUS             RESTARTS         AGE
        kube-system            coredns-64897985d-kp7vf                     1/1     Running            0                47h
        ...
        openfaas-fn            env-6c79f7b946-bzbtm                        1/1     Running            0                4h28m
        openfaas-fn            figlet-54db496f88-957xl                     1/1     Running            0                18h
        openfaas-fn            hello-openfaas-547857b9d6-z277c             0/1     ImagePullBackOff   0                127m
        openfaas-fn            hello-openfaas-7b6946b4f9-hcvq4             0/1     ImagePullBackOff   0                165m
        openfaas-fn            hello-openfaas2-7c67488865-qmrkl            0/1     ImagePullBackOff   0                13m
        openfaas-fn            hello-openfaas3-65847b8b67-b94kd            0/1     ImagePullBackOff   0                97m
        openfaas-fn            hello-python-554b464498-zxcdv               0/1     ErrImagePull       0                3h23m
        openfaas-fn            hello-python-8698bc68bd-62gh9               0/1     ImagePullBackOff   0                3h25m
        

        from https://docs.openfaas.com/reference/yaml/, I know I put the imagePullPolicy in the wrong place, there is no such keyword in its schema.

        I also tried eval $(minikube docker-env and still get the same error.


        I've a feeling that faas-cli deploy can be replace by helm, they all mean to run the image(whether from remote or local) in Kubernetes cluster, then I can use helm chart to setup the pullPolicy there. Even though the detail is not still clear to me, This discovery inspires me.


        So far, after eval $(minikube docker-env)

        $ docker images
        REPOSITORY                                TAG        IMAGE ID       CREATED             SIZE
        wm/hello-openfaas2                        0.1        03c21bd96d5e   About an hour ago   65.2MB
        python                                    3-alpine   69fba17b9bae   12 days ago         48.6MB
        ghcr.io/openfaas/figlet                   latest     ca5eef0de441   2 weeks ago         14.8MB
        ghcr.io/openfaas/alpine                   latest     35f3d4be6bb8   2 weeks ago         14.2MB
        ghcr.io/openfaas/faas-netes               0.14.2     524b510505ec   3 weeks ago         77.3MB
        k8s.gcr.io/kube-apiserver                 v1.23.3    f40be0088a83   7 weeks ago         135MB
        k8s.gcr.io/kube-controller-manager        v1.23.3    b07520cd7ab7   7 weeks ago         125MB
        k8s.gcr.io/kube-scheduler                 v1.23.3    99a3486be4f2   7 weeks ago         53.5MB
        k8s.gcr.io/kube-proxy                     v1.23.3    9b7cc9982109   7 weeks ago         112MB
        ghcr.io/openfaas/gateway                  0.21.3     ab4851262cd1   7 weeks ago         30.6MB
        ghcr.io/openfaas/basic-auth               0.21.3     16e7168a17a3   7 weeks ago         14.3MB
        k8s.gcr.io/etcd                           3.5.1-0    25f8c7f3da61   4 months ago        293MB
        ghcr.io/openfaas/classic-watchdog         0.2.0      6f97aa96da81   4 months ago        8.18MB
        k8s.gcr.io/coredns/coredns                v1.8.6     a4ca41631cc7   5 months ago        46.8MB
        k8s.gcr.io/pause                          3.6        6270bb605e12   6 months ago        683kB
        ghcr.io/openfaas/queue-worker             0.12.2     56e7216201bc   7 months ago        7.97MB
        kubernetesui/dashboard                    v2.3.1     e1482a24335a   9 months ago        220MB
        kubernetesui/metrics-scraper              v1.0.7     7801cfc6d5c0   9 months ago        34.4MB
        nats-streaming                            0.22.0     12f2d32e0c9a   9 months ago        19.8MB
        gcr.io/k8s-minikube/storage-provisioner   v5         6e38f40d628d   11 months ago       31.5MB
        functions/markdown-render                 latest     93b5da182216   2 years ago         24.6MB
        functions/hubstats                        latest     01affa91e9e4   2 years ago         29.3MB
        functions/nodeinfo                        latest     2fe8a87bf79c   2 years ago         71.4MB
        functions/alpine                          latest     46c6f6d74471   2 years ago         21.5MB
        prom/prometheus                           v2.11.0    b97ed892eb23   2 years ago         126MB
        prom/alertmanager                         v0.18.0    ce3c87f17369   2 years ago         51.9MB
        alexellis2/openfaas-colorization          0.4.1      d36b67b1b5c1   2 years ago         1.84GB
        rorpage/text-to-speech                    latest     5dc20810eb54   2 years ago         86.9MB
        stefanprodan/faas-grafana                 4.6.3      2a4bd9caea50   4 years ago         284MB
        
        $ kubectl get pods --all-namespaces
        NAMESPACE              NAME                                        READY   STATUS             RESTARTS        AGE
        kube-system            coredns-64897985d-kp7vf                     1/1     Running            0               6d
        kube-system            etcd-minikube                               1/1     Running            0               6d
        kube-system            kube-apiserver-minikube                     1/1     Running            0               6d
        kube-system            kube-controller-manager-minikube            1/1     Running            0               6d
        kube-system            kube-proxy-5m8lr                            1/1     Running            0               6d
        kube-system            kube-scheduler-minikube                     1/1     Running            0               6d
        kube-system            storage-provisioner                         1/1     Running            1 (6d ago)      6d
        kubernetes-dashboard   dashboard-metrics-scraper-58549894f-97tsv   1/1     Running            0               5d7h
        kubernetes-dashboard   kubernetes-dashboard-ccd587f44-lkwcx        1/1     Running            0               5d7h
        openfaas-fn            base64-6bdbcdb64c-djz8f                     1/1     Running            0               5d1h
        openfaas-fn            colorise-85c74c686b-2fz66                   1/1     Running            0               4d5h
        openfaas-fn            echoit-5d7df6684c-k6ljn                     1/1     Running            0               5d1h
        openfaas-fn            env-6c79f7b946-bzbtm                        1/1     Running            0               4d5h
        openfaas-fn            figlet-54db496f88-957xl                     1/1     Running            0               4d19h
        openfaas-fn            hello-openfaas-547857b9d6-z277c             0/1     ImagePullBackOff   0               4d3h
        openfaas-fn            hello-openfaas-7b6946b4f9-hcvq4             0/1     ImagePullBackOff   0               4d3h
        openfaas-fn            hello-openfaas2-5c6f6cb5d9-24hkz            0/1     ImagePullBackOff   0               9m22s
        openfaas-fn            hello-openfaas2-8957bb47b-7cgjg             0/1     ImagePullBackOff   0               2d22h
        openfaas-fn            hello-openfaas3-65847b8b67-b94kd            0/1     ImagePullBackOff   0               4d2h
        openfaas-fn            hello-python-6d6976845f-cwsln               0/1     ImagePullBackOff   0               3d19h
        openfaas-fn            hello-python-b577cb8dc-64wf5                0/1     ImagePullBackOff   0               3d9h
        openfaas-fn            hubstats-b6cd4dccc-z8tvl                    1/1     Running            0               5d1h
        openfaas-fn            markdown-68f69f47c8-w5m47                   1/1     Running            0               5d1h
        openfaas-fn            nodeinfo-d48cbbfcc-hfj79                    1/1     Running            0               5d1h
        openfaas-fn            openfaas2-fun                               1/1     Running            0               15s
        openfaas-fn            text-to-speech-74ffcdfd7-997t4              0/1     CrashLoopBackOff   2235 (3s ago)   4d5h
        openfaas-fn            wordcount-6489865566-cvfzr                  1/1     Running            0               5d1h
        openfaas               alertmanager-88449c789-fq2rg                1/1     Running            0               3d1h
        openfaas               basic-auth-plugin-75fd7d69c5-zw4jh          1/1     Running            0               3d2h
        openfaas               gateway-5c4bb7c5d7-n8h27                    2/2     Running            0               3d2h
        openfaas               grafana                                     1/1     Running            0               4d8h
        openfaas               nats-647b476664-hkr7p                       1/1     Running            0               3d2h
        openfaas               prometheus-687648749f-tl8jp                 1/1     Running            0               3d1h
        openfaas               queue-worker-7777ffd7f6-htx6t               1/1     Running            0               3d2h
        
        
        $ kubectl get -o yaml -n openfaas-fn deploy/hello-openfaas2
        apiVersion: apps/v1
        kind: Deployment
        metadata:
          annotations:
            deployment.kubernetes.io/revision: "6"
            prometheus.io.scrape: "false"
          creationTimestamp: "2022-03-17T12:47:35Z"
          generation: 6
          labels:
            faas_function: hello-openfaas2
          name: hello-openfaas2
          namespace: openfaas-fn
          resourceVersion: "400833"
          uid: 9c4e9d26-23af-4f93-8538-4e2d96f0d7e0
        spec:
          progressDeadlineSeconds: 600
          replicas: 1
          revisionHistoryLimit: 10
          selector:
            matchLabels:
              faas_function: hello-openfaas2
          strategy:
            rollingUpdate:
              maxSurge: 1
              maxUnavailable: 0
            type: RollingUpdate
          template:
            metadata:
              annotations:
                prometheus.io.scrape: "false"
              creationTimestamp: null
              labels:
                faas_function: hello-openfaas2
                uid: "969512830"
              name: hello-openfaas2
            spec:
              containers:
              - env:
                - name: fprocess
                  value: python3 index.py
                image: wm/hello-openfaas2:0.1
                imagePullPolicy: Always
                livenessProbe:
                  failureThreshold: 3
                  httpGet:
                    path: /_/health
                    port: 8080
                    scheme: HTTP
                  initialDelaySeconds: 2
                  periodSeconds: 2
                  successThreshold: 1
                  timeoutSeconds: 1
                name: hello-openfaas2
                ports:
                - containerPort: 8080
                  name: http
                  protocol: TCP
                readinessProbe:
                  failureThreshold: 3
                  httpGet:
                    path: /_/health
                    port: 8080
                    scheme: HTTP
                  initialDelaySeconds: 2
                  periodSeconds: 2
                  successThreshold: 1
                  timeoutSeconds: 1
                resources: {}
                securityContext:
                  allowPrivilegeEscalation: false
                  readOnlyRootFilesystem: false
                terminationMessagePath: /dev/termination-log
                terminationMessagePolicy: File
              dnsPolicy: ClusterFirst
              enableServiceLinks: false
              restartPolicy: Always
              schedulerName: default-scheduler
              securityContext: {}
              terminationGracePeriodSeconds: 30
        status:
          conditions:
          - lastTransitionTime: "2022-03-17T12:47:35Z"
            lastUpdateTime: "2022-03-17T12:47:35Z"
            message: Deployment does not have minimum availability.
            reason: MinimumReplicasUnavailable
            status: "False"
            type: Available
          - lastTransitionTime: "2022-03-20T12:16:56Z"
            lastUpdateTime: "2022-03-20T12:16:56Z"
            message: ReplicaSet "hello-openfaas2-5d6c7c7fb4" has timed out progressing.
            reason: ProgressDeadlineExceeded
            status: "False"
            type: Progressing
          observedGeneration: 6
          replicas: 2
          unavailableReplicas: 2
          updatedReplicas: 1
        

        In one shell,

        docker@minikube:~$ docker run  --name wm -ti wm/hello-openfaas2:0.1
        2022/03/20 13:04:52 Version: 0.2.0  SHA: 56bf6aac54deb3863a690f5fc03a2a38e7d9e6ef
        2022/03/20 13:04:52 Timeouts: read: 5s write: 5s hard: 0s health: 5s.
        2022/03/20 13:04:52 Listening on port: 8080
        ...
        
        

        and another shell

        docker@minikube:~$ docker ps | grep wm
        d7796286641c   wm/hello-openfaas2:0.1             "fwatchdog"              3 minutes ago       Up 3 minutes (healthy)   8080/tcp   wm
        

        ANSWER

        Answered 2022-Mar-16 at 08:10

        If your image has a latest tag, the Pod's ImagePullPolicy will be automatically set to Always. Each time the pod is created, Kubernetes tries to pull the newest image.

        Try not tagging the image as latest or manually setting the Pod's ImagePullPolicy to Never. If you're using static manifest to create a Pod, the setting will be like the following:

        containers:
          - name: test-container
            image: testImage:latest
            imagePullPolicy: Never
        

        Source https://stackoverflow.com/questions/71493306

        Community Discussions, Code Snippets contain sources that include Stack Exchange Network

        Vulnerabilities

        No vulnerabilities reported

        Install Resemblyzer

        You can install using 'pip install Resemblyzer' or download it from GitHub, PyPI.
        You can use Resemblyzer like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

        Support

        For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .

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