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privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to 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license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":0,"reason":"Project has not signed or included provenance with any releases.","details":["Warn: release artifact v3.10.2 not signed: https://api.github.com/repos/DT42/BerryNet/releases/37563610","Warn: release artifact v3.10.1 not signed: https://api.github.com/repos/DT42/BerryNet/releases/33314731","Warn: release artifact v3.10.2 does not have provenance: https://api.github.com/repos/DT42/BerryNet/releases/37563610","Warn: release artifact v3.10.1 does not have provenance: https://api.github.com/repos/DT42/BerryNet/releases/33314731"],"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker.yml:54: update your workflow using https://app.stepsecurity.io/secureworkflow/DT42/BerryNet/docker.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker.yml:56: update your workflow using https://app.stepsecurity.io/secureworkflow/DT42/BerryNet/docker.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker.yml:16: update your workflow using https://app.stepsecurity.io/secureworkflow/DT42/BerryNet/docker.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/main.yml:14: update your workflow using https://app.stepsecurity.io/secureworkflow/DT42/BerryNet/main.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/main.yml:47: update your workflow using https://app.stepsecurity.io/secureworkflow/DT42/BerryNet/main.yml/master?enable=pin","Warn: containerImage not pinned by hash: docker/Dockerfile:3: pin your Docker image by updating debian:buster to debian:buster@sha256:58ce6f1271ae1c8a2006ff7d3e54e9874d839f573d8009c20154ad0f2fb0a225","Warn: containerImage not pinned by hash: docker/Dockerfile.focal:3: pin your Docker image by updating ubuntu:focal to ubuntu:focal@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: pipCommand not pinned by hash: docker/Dockerfile:35","Warn: pipCommand not pinned by hash: docker/Dockerfile.focal:39","Warn: npmCommand not pinned by hash: configure:129","Warn: pipCommand not pinned by hash: utils/install-caffe2-ubuntu.sh:15","Warn: pipCommand not pinned by hash: utils/install-caffe2-ubuntu.sh:16","Warn: pipCommand not pinned by hash: utils/install-caffe2-ubuntu.sh:31","Warn: pipCommand not pinned by hash: utils/install-opencv.sh:21","Warn: pipCommand not pinned by hash: utils/install-opencv.sh:22","Warn: pipCommand not pinned by hash: .github/workflows/docker.yml:61","Warn: pipCommand not pinned by hash: .github/workflows/docker.yml:62","Info:   0 out of   4 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   1 third-party GitHubAction dependencies pinned","Info:   0 out of   2 containerImage dependencies pinned","Info:   0 out of   9 pipCommand dependencies pinned","Info:   0 out of   1 npmCommand dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 10 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Vulnerabilities","score":0,"reason":"457 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2024-48 / GHSA-fj7x-q9j7-g6q6","Warn: Project is vulnerable to: PYSEC-2022-42986 / GHSA-43fp-rhv2-5gv8","Warn: Project is vulnerable to: PYSEC-2023-135 / GHSA-xqr8-7jwr-rhp7","Warn: Project is vulnerable to: PYSEC-2022-301 / GHSA-8fg9-p83m-x5pq","Warn: Project is vulnerable to: PYSEC-2024-4 / GHSA-2mqj-m65w-jghx","Warn: Project is vulnerable to: PYSEC-2023-165 / GHSA-cwvm-v4w8-q58c","Warn: Project is vulnerable to: PYSEC-2022-42992 / GHSA-hcpj-qp55-gfph","Warn: Project is vulnerable to: PYSEC-2023-137 / GHSA-pr76-5cm5-w9cj","Warn: Project is vulnerable to: PYSEC-2023-161 / GHSA-wfm5-v35h-vwf4","Warn: Project is vulnerable to: GHSA-496j-2rq6-j6cc","Warn: Project is vulnerable to: GHSA-6628-q6j9-w8vg","Warn: Project is vulnerable to: GHSA-9hxf-ppjv-w6rq","Warn: Project is vulnerable to: GHSA-cfgp-2977-2fmm","Warn: Project is vulnerable to: PYSEC-2024-60 / GHSA-jjg7-2v4v-x38h","Warn: Project is vulnerable to: GHSA-6p56-wp2h-9hxr","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2021-856","Warn: Project is vulnerable to: GHSA-qr4w-53vh-m672","Warn: Project is vulnerable to: PYSEC-2023-183","Warn: Project is vulnerable to: PYSEC-2022-6 / GHSA-qc9x-gjcv-465w","Warn: Project is vulnerable to: PYSEC-2022-48 / GHSA-77rm-9x9h-xj3g","Warn: Project is vulnerable to: GHSA-8gq9-2x98-w8hf","Warn: Project is vulnerable to: GHSA-8qvm-5x2c-j2w7","Warn: Project is vulnerable to: PYSEC-2020-92 / GHSA-hj5v-574p-mj7c","Warn: Project is vulnerable to: PYSEC-2022-42969","Warn: Project is vulnerable to: PYSEC-2021-142 / GHSA-8q59-q68h-6hv4","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: GHSA-9wx4-h78v-vm56","Warn: Project is vulnerable to: PYSEC-2023-74 / GHSA-j8r2-6x86-q33q","Warn: Project is vulnerable to: GHSA-7q25-qrjw-6fg2","Warn: Project is vulnerable to: GHSA-23hm-7w47-xw72","Warn: Project is vulnerable to: GHSA-2475-53vw-vp25","Warn: Project is vulnerable to: GHSA-247x-2f9f-5wp7","Warn: Project is vulnerable to: GHSA-24x4-6qmh-88qg","Warn: Project is vulnerable to: PYSEC-2021-227 / GHSA-24x6-8c7m-hv3f","Warn: Project is vulnerable to: PYSEC-2021-223 / GHSA-26j7-6w8w-7922","Warn: Project is vulnerable to: GHSA-278g-rq84-9hmg","Warn: Project is vulnerable to: GHSA-27j5-4p9v-pp67","Warn: Project is vulnerable to: GHSA-27qf-jwm8-g7f3","Warn: Project is vulnerable to: GHSA-27rc-728f-x5w2","Warn: Project is vulnerable to: PYSEC-2021-160 / GHSA-2cpx-427x-q2c6","Warn: Project is vulnerable to: PYSEC-2021-173 / GHSA-2gfx-95x2-5v3x","Warn: Project is vulnerable to: PYSEC-2021-391 / GHSA-2p25-55c9-h58q","Warn: Project is vulnerable to: GHSA-2p9q-h29j-3f5v","Warn: Project is vulnerable to: GHSA-2r2f-g8mw-9gvr","Warn: Project is vulnerable to: GHSA-2r8p-fg3c-wcj4","Warn: Project is vulnerable to: GHSA-2vv3-56qg-g2cf","Warn: Project is vulnerable to: GHSA-2wmv-37vq-52g5","Warn: Project is vulnerable to: PYSEC-2021-249 / GHSA-2xgj-xhgf-ggjv","Warn: Project is vulnerable to: GHSA-34f9-hjfq-rr8j","Warn: Project is vulnerable to: GHSA-368v-7v32-52fx","Warn: Project is vulnerable to: PYSEC-2021-199 / GHSA-36vm-xw34-x4pj","Warn: Project is vulnerable to: PYSEC-2021-418 / GHSA-374m-jm66-3vj8","Warn: Project is vulnerable to: GHSA-37jf-mjv6-xfqw","Warn: Project is vulnerable to: PYSEC-2021-170 / GHSA-393f-2jr3-cp69","Warn: Project is vulnerable to: GHSA-397c-5g2j-qxpv","Warn: Project is vulnerable to: PYSEC-2021-408 / GHSA-3ff2-r28g-w7h9","Warn: Project is vulnerable to: PYSEC-2021-206 / GHSA-3h8m-483j-7xxm","Warn: Project is vulnerable to: GHSA-3hxh-8cp2-g4hg","Warn: Project is vulnerable to: GHSA-3mw4-6rj6-74g5","Warn: Project is vulnerable to: PYSEC-2021-231 / GHSA-3qgw-p4fm-x7gf","Warn: Project is vulnerable to: PYSEC-2021-168 / GHSA-3qxp-qjq7-w4hf","Warn: Project is vulnerable to: PYSEC-2021-420 / GHSA-3rcw-9p9x-582v","Warn: Project is vulnerable to: PYSEC-2021-226 / GHSA-3w67-q784-6w7c","Warn: Project is vulnerable to: GHSA-428x-9xc2-m8mj","Warn: Project is vulnerable to: GHSA-43jf-985q-588j","Warn: Project is vulnerable to: GHSA-43q8-3fv7-pr5x","Warn: Project is vulnerable to: GHSA-44qp-9wwf-734r","Warn: Project is vulnerable to: PYSEC-2021-150 / GHSA-452g-f7fp-9jf7","Warn: Project is vulnerable to: GHSA-49rq-hwc3-x77w","Warn: Project is vulnerable to: PYSEC-2021-398 / GHSA-49rx-x2rw-pc6f","Warn: Project is vulnerable to: GHSA-4c4g-crqm-xrxw","Warn: Project is vulnerable to: PYSEC-2021-411 / GHSA-4f99-p9c2-3j8x","Warn: Project is vulnerable to: PYSEC-2021-184 / GHSA-4fg4-p75j-w5xj","Warn: Project is vulnerable to: PYSEC-2020-113 / GHSA-4g9f-63rx-5cw4","Warn: Project is vulnerable to: PYSEC-2021-179 / GHSA-4hrh-9vmp-2jgg","Warn: Project is vulnerable to: GHSA-4hvf-hxvg-f67v","Warn: Project is vulnerable to: PYSEC-2021-253 / GHSA-4hvv-7x94-7vq8","Warn: Project is vulnerable to: GHSA-4j82-5ccr-4r8v","Warn: Project is vulnerable to: PYSEC-2021-205 / GHSA-4p4p-www8-8fv9","Warn: Project is vulnerable to: GHSA-4pc4-m9mj-v2r9","Warn: Project is vulnerable to: GHSA-4v5p-v5h9-6xjx","Warn: Project is vulnerable to: PYSEC-2021-163 / GHSA-4vf2-4xcg-65cx","Warn: Project is vulnerable to: PYSEC-2021-233 / GHSA-4vrf-ff7v-hpgr","Warn: Project is vulnerable to: GHSA-4w68-4x85-mjj9","Warn: Project is vulnerable to: GHSA-4xfp-4pfp-89wg","Warn: Project is vulnerable to: PYSEC-2021-207 / GHSA-545v-42p7-98fq","Warn: Project is vulnerable to: GHSA-54ch-gjq5-4976","Warn: Project is vulnerable to: GHSA-54pp-c6pp-7fpx","Warn: Project is vulnerable to: GHSA-558h-mq8x-7q9g","Warn: Project is vulnerable to: PYSEC-2021-400 / GHSA-57wx-m983-2f88","Warn: Project is vulnerable to: GHSA-5889-7v45-q28m","Warn: Project is vulnerable to: PYSEC-2021-196 / GHSA-59q2-x2qc-4c97","Warn: Project is vulnerable to: PYSEC-2021-409 / GHSA-5crj-c72x-m7gq","Warn: Project is vulnerable to: GHSA-5f2r-qp73-37mr","Warn: Project is vulnerable to: PYSEC-2021-209 / GHSA-5gqf-456p-4836","Warn: Project is vulnerable to: GHSA-5hj3-vjjf-f5m7","Warn: Project is vulnerable to: PYSEC-2021-392 / GHSA-5hx2-qx8j-qjqm","Warn: Project is vulnerable to: GHSA-5qw5-89mw-wcg2","Warn: Project is vulnerable to: GHSA-5v77-j66x-4c4g","Warn: Project is vulnerable to: GHSA-5w96-866f-6rm8","Warn: Project is vulnerable to: GHSA-5wpj-c6f7-24x8","Warn: Project is vulnerable to: GHSA-5xwc-mrhx-5g3m","Warn: Project is vulnerable to: GHSA-627q-g293-49q7","Warn: Project is vulnerable to: PYSEC-2021-155 / GHSA-62gx-355r-9fhg","Warn: Project is vulnerable to: PYSEC-2020-118 / GHSA-63xm-rx5p-xvqr","Warn: Project is vulnerable to: GHSA-6445-fm66-fvq2","Warn: Project is vulnerable to: GHSA-647v-r7qq-24fh","Warn: Project is vulnerable to: GHSA-64jg-wjww-7c5w","Warn: Project is vulnerable to: GHSA-66vq-54fq-6jvv","Warn: Project is vulnerable to: GHSA-67pf-62xr-q35m","Warn: Project is vulnerable to: GHSA-689c-r7h2-fv9v","Warn: Project is vulnerable to: GHSA-68v3-g9cm-rmm6","Warn: Project is vulnerable to: PYSEC-2021-165 / GHSA-6f84-42vf-ppwp","Warn: Project is vulnerable to: PYSEC-2021-215 / GHSA-6f89-8j54-29xf","Warn: Project is vulnerable to: GHSA-6gmv-pjp9-p8w8","Warn: Project is vulnerable to: GHSA-6gv8-p3vj-pxvr","Warn: Project is vulnerable to: GHSA-6hg6-5c2q-7rcr","Warn: Project is vulnerable to: PYSEC-2021-401 / GHSA-6hpv-v2rx-c5g6","Warn: Project is vulnerable to: PYSEC-2021-171 / GHSA-6j9c-grc6-5m6g","Warn: Project is vulnerable to: GHSA-6p5r-g9mq-ggh2","Warn: Project is vulnerable to: PYSEC-2021-212 / GHSA-6qgm-fv6v-rfpv","Warn: Project is vulnerable to: GHSA-6wfh-89q8-44jq","Warn: Project is vulnerable to: GHSA-6x99-gv2v-q76v","Warn: Project is vulnerable to: GHSA-75c9-jrh4-79mc","Warn: Project is vulnerable to: PYSEC-2021-201 / GHSA-75f6-78jr-4656","Warn: Project is vulnerable to: GHSA-762h-vpvw-3rcx","Warn: Project is vulnerable to: PYSEC-2021-156 / GHSA-772j-h9xw-ffp5","Warn: Project is vulnerable to: PYSEC-2021-154 / GHSA-772p-x54p-hjrv","Warn: Project is vulnerable to: GHSA-77gp-3h4r-6428","Warn: Project is vulnerable to: PYSEC-2021-397 / GHSA-786j-5qwq-r36x","Warn: Project is vulnerable to: PYSEC-2021-216 / GHSA-79fv-9865-4qcv","Warn: Project is vulnerable to: GHSA-79h2-q768-fpxr","Warn: Project is vulnerable to: PYSEC-2021-213 / GHSA-7cqx-92hp-x6wh","Warn: Project is vulnerable to: GHSA-7fvx-3jfc-2cpc","Warn: Project is vulnerable to: GHSA-7ghq-fvr3-pj2x","Warn: Project is vulnerable to: GHSA-7j3m-8g3c-9qqq","Warn: Project is vulnerable to: GHSA-7jvm-xxmr-v5cw","Warn: Project is vulnerable to: PYSEC-2021-396 / GHSA-7pxj-m4jf-r6h2","Warn: Project is vulnerable to: PYSEC-2021-417 / GHSA-7r94-xv9v-63jw","Warn: Project is vulnerable to: PYSEC-2021-399 / GHSA-7v94-64hj-m82h","Warn: Project is vulnerable to: GHSA-7x4v-9gxg-9hwj","Warn: Project is vulnerable to: GHSA-7xwj-5r4v-429p","Warn: Project is vulnerable to: GHSA-828c-5j5q-vrjq","Warn: Project is vulnerable to: PYSEC-2021-211 / GHSA-828x-qc2p-wprq","Warn: Project is vulnerable to: PYSEC-2019-209 / GHSA-844w-j86r-4x2j","Warn: Project is vulnerable to: GHSA-84jm-4cf3-9jfm","Warn: Project is vulnerable to: PYSEC-2021-153 / GHSA-84mw-34w6-2q43","Warn: Project is vulnerable to: GHSA-87v6-crgm-2gfj","Warn: Project is vulnerable to: PYSEC-2021-174 / GHSA-8c89-2vwr-chcq","Warn: Project is vulnerable to: GHSA-8cxv-76p7-jxwr","Warn: Project is vulnerable to: GHSA-8fvv-46hw-vpg3","Warn: Project is vulnerable to: PYSEC-2021-197 / GHSA-8gv3-57p6-g35r","Warn: Project is vulnerable to: GHSA-8jj7-5vxc-pg2q","Warn: Project is vulnerable to: PYSEC-2021-251 / GHSA-8pmx-p244-g88h","Warn: Project is vulnerable to: GHSA-8r7c-3cm2-3h8f","Warn: Project is vulnerable to: GHSA-8rcj-c8pj-v3m3","Warn: Project is vulnerable to: PYSEC-2021-241 / GHSA-8rm6-75mf-7r7r","Warn: Project is vulnerable to: GHSA-8w5g-3wcv-9g2j","Warn: Project is vulnerable to: GHSA-8wwm-6264-x792","Warn: Project is vulnerable to: GHSA-93vr-9q9m-pj8p","Warn: Project is vulnerable to: GHSA-94mm-g2mv-8p7r","Warn: Project is vulnerable to: GHSA-95xm-g58g-3p88","Warn: Project is vulnerable to: GHSA-9697-98pf-4rw7","Warn: Project is vulnerable to: PYSEC-2020-258 / GHSA-977j-xj7q-2jr9","Warn: Project is vulnerable to: GHSA-97p7-w86h-vcf9","Warn: Project is vulnerable to: PYSEC-2021-236 / GHSA-97wf-p777-86jq","Warn: Project is vulnerable to: GHSA-98j8-c9q4-r38g","Warn: Project is vulnerable to: GHSA-98p5-x8x4-c9m5","Warn: Project is vulnerable to: GHSA-9942-r22v-78cp","Warn: Project is vulnerable to: GHSA-9c78-vcq7-7vxq","Warn: Project is vulnerable to: PYSEC-2021-238 / GHSA-9c84-4hx6-xmm4","Warn: Project is vulnerable to: GHSA-9c8h-2mv3-49ww","Warn: Project is vulnerable to: GHSA-9c8h-vvrj-w2p8","Warn: Project is vulnerable to: GHSA-9cr2-8pwr-fhfq","Warn: Project is vulnerable to: PYSEC-2021-410 / GHSA-9crf-c6qr-r273","Warn: Project is vulnerable to: GHSA-9fpg-838v-wpv7","Warn: Project is vulnerable to: GHSA-9gwq-6cwj-47h3","Warn: Project is vulnerable to: GHSA-9j4v-pp28-mxv7","Warn: Project is vulnerable to: PYSEC-2020-117 / GHSA-9mqp-7v2h-2382","Warn: Project is vulnerable to: GHSA-9p77-mmrw-69c7","Warn: Project is vulnerable to: GHSA-9px9-73fg-3fqp","Warn: Project is vulnerable to: GHSA-9v8w-xmr4-wgxp","Warn: Project is vulnerable to: PYSEC-2021-210 / GHSA-9vpm-rcf4-9wqw","Warn: Project is vulnerable to: GHSA-9vqj-64pv-w55c","Warn: Project is vulnerable to: GHSA-9w2p-5mgw-p94c","Warn: Project is vulnerable to: PYSEC-2021-220 / GHSA-9xh4-23q4-v6wr","Warn: Project is vulnerable to: PYSEC-2021-219 / GHSA-c45w-2wxr-pp53","Warn: Project is vulnerable to: GHSA-c545-c4f9-rf6v","Warn: Project is vulnerable to: GHSA-c582-c96p-r5cq","Warn: Project is vulnerable to: GHSA-c5x2-p679-95wc","Warn: Project is vulnerable to: GHSA-c6fh-56w7-fvjw","Warn: Project is vulnerable to: GHSA-c94w-c95p-phf8","Warn: Project is vulnerable to: PYSEC-2021-159 / GHSA-c968-pq7h-7fxv","Warn: Project is vulnerable to: PYSEC-2020-140 / GHSA-c9f3-9wfr-wgh7","Warn: Project is vulnerable to: GHSA-c9qf-r67m-p7cg","Warn: Project is vulnerable to: GHSA-cfpj-3q4c-jhvr","Warn: Project is vulnerable to: PYSEC-2021-230 / GHSA-cfx7-2xpc-8w4h","Warn: Project is vulnerable to: GHSA-cg88-rpvp-cjv5","Warn: Project is vulnerable to: GHSA-cgfm-62j4-v4rf","Warn: Project is vulnerable to: GHSA-ch4f-829c-v5pw","Warn: Project is vulnerable to: PYSEC-2021-246 / GHSA-cjc7-49v2-jp64","Warn: Project is vulnerable to: GHSA-cm5x-837x-jf3c","Warn: Project is vulnerable to: PYSEC-2021-414 / GHSA-cpf4-wx82-gxp6","Warn: Project is vulnerable to: PYSEC-2021-842 / GHSA-cq76-mxrc-vchh","Warn: Project is vulnerable to: PYSEC-2021-413 / GHSA-cqv6-3phm-hcwx","Warn: Project is vulnerable to: GHSA-cqvq-fvhr-v6hc","Warn: Project is vulnerable to: PYSEC-2021-240 / GHSA-crch-j389-5f84","Warn: Project is vulnerable to: GHSA-cv2p-32v3-vhwq","Warn: Project is vulnerable to: PYSEC-2020-134 / GHSA-cvpc-8phh-8f45","Warn: Project is vulnerable to: GHSA-cwpm-f78v-7m5c","Warn: Project is vulnerable to: PYSEC-2021-228 / GHSA-cwv3-863g-39vx","Warn: Project is vulnerable to: GHSA-f2vv-v9cg-qhh7","Warn: Project is vulnerable to: GHSA-f2w8-jw48-fr7j","Warn: Project is vulnerable to: GHSA-f49c-87jh-g47q","Warn: Project is vulnerable to: GHSA-f4rr-5m7v-wxcw","Warn: Project is vulnerable to: GHSA-f4w6-h4f5-wx45","Warn: Project is vulnerable to: PYSEC-2021-415 / GHSA-f54p-f6jp-4rhr","Warn: Project is vulnerable to: GHSA-f5cx-5wr3-5qrc","Warn: Project is vulnerable to: GHSA-f637-vh3r-vfh2","Warn: Project is vulnerable to: PYSEC-2021-187 / GHSA-f78g-q7r4-9wcv","Warn: Project is vulnerable to: GHSA-f7r5-q7cx-h668","Warn: Project is vulnerable to: GHSA-f8h4-7rgh-q2gm","Warn: Project is vulnerable to: GHSA-fcwc-p4fc-c5cc","Warn: Project is vulnerable to: GHSA-ffjm-4qwc-7cmf","Warn: Project is vulnerable to: GHSA-fhfc-2q7x-929f","Warn: Project is vulnerable to: GHSA-fpcp-9h7m-ffpx","Warn: Project is vulnerable to: PYSEC-2021-180 / GHSA-fphq-gw9m-ghrv","Warn: Project is vulnerable to: GHSA-fq6p-6334-8gr4","Warn: Project is vulnerable to: GHSA-fq86-3f29-px2c","Warn: Project is vulnerable to: GHSA-fqm2-gh8w-gr68","Warn: Project is vulnerable to: GHSA-fqxc-pvf8-2w9v","Warn: Project is vulnerable to: PYSEC-2021-404 / GHSA-fr77-rrx3-cp7g","Warn: Project is vulnerable to: GHSA-frqp-wp83-qggv","Warn: Project is vulnerable to: GHSA-fv25-wrff-wf86","Warn: Project is vulnerable to: GHSA-fv43-93gv-vm8f","Warn: Project is vulnerable to: GHSA-fx5c-h9f6-rv7c","Warn: Project is vulnerable to: GHSA-fxgc-95xx-grvq","Warn: Project is vulnerable to: PYSEC-2021-193 / GHSA-fxqh-cfjm-fp93","Warn: Project is vulnerable to: GHSA-g25h-jr74-qp5j","Warn: Project is vulnerable to: GHSA-g35r-369w-3fqp","Warn: Project is vulnerable to: GHSA-g468-qj8g-vcjc","Warn: Project is vulnerable to: PYSEC-2021-176 / GHSA-g4h2-gqm3-c9wq","Warn: Project is vulnerable to: PYSEC-2020-128 / GHSA-g7p5-5759-qv46","Warn: Project is vulnerable to: GHSA-g8wg-cjwc-xhhp","Warn: Project is vulnerable to: GHSA-g9fm-r5mm-rf9f","Warn: Project is vulnerable to: GHSA-g9h5-vr8m-x2h4","Warn: Project is vulnerable to: GHSA-gcvh-66ff-4mwm","Warn: Project is vulnerable to: GHSA-gf2j-f278-xh4v","Warn: Project is vulnerable to: GHSA-gf88-j2mg-cc82","Warn: Project is vulnerable to: GHSA-gf97-q72m-7579","Warn: Project is vulnerable to: GHSA-gh6x-4whr-2qv4","Warn: Project is vulnerable to: PYSEC-2021-393 / GHSA-gh8h-7j2j-qv4f","Warn: Project is vulnerable to: GHSA-gjh7-xx4r-x345","Warn: Project is vulnerable to: GHSA-gjqc-q9g6-q2j3","Warn: Project is vulnerable to: GHSA-gq2j-cr96-gvqx","Warn: Project is vulnerable to: PYSEC-2021-244 / GHSA-gv26-jpj9-c8gq","Warn: Project is vulnerable to: PYSEC-2021-198 / GHSA-gvm4-h8j3-rjrq","Warn: Project is vulnerable to: GHSA-gw97-ff7c-9v96","Warn: Project is vulnerable to: GHSA-h246-cgh4-7475","Warn: Project is vulnerable to: GHSA-h2wq-prv9-2f56","Warn: Project is vulnerable to: GHSA-h48f-q7rw-hvr7","Warn: Project is vulnerable to: PYSEC-2021-243 / GHSA-h4pc-gx2w-f2xv","Warn: Project is vulnerable to: GHSA-h5g4-ppwx-48q2","Warn: Project is vulnerable to: GHSA-h5vq-gw2c-pq47","Warn: Project is vulnerable to: PYSEC-2021-405 / GHSA-h67m-xg8f-fxcf","Warn: Project is vulnerable to: PYSEC-2020-125 / GHSA-h6fg-mjxg-hqq4","Warn: Project is vulnerable to: GHSA-h6gw-r52c-724r","Warn: Project is vulnerable to: GHSA-h6jh-7gv5-28vg","Warn: Project is vulnerable to: GHSA-h6q3-vv32-2cq5","Warn: Project is vulnerable to: GHSA-h7ff-cfc9-wmmh","Warn: Project is vulnerable to: PYSEC-2021-190 / GHSA-h9px-9vqg-222h","Warn: Project is vulnerable to: PYSEC-2021-152 / GHSA-hc6c-75p4-hmq4","Warn: Project is vulnerable to: PYSEC-2020-255 / GHSA-hhvc-g5hv-48c6","Warn: Project is vulnerable to: PYSEC-2021-182 / GHSA-hmg3-c7xj-6qwm","Warn: Project is vulnerable to: GHSA-hp4c-x6r7-6555","Warn: Project is vulnerable to: GHSA-hpv4-7p9c-mvfr","Warn: Project is vulnerable to: GHSA-hq7g-wwwp-q46h","Warn: Project is vulnerable to: GHSA-hrg5-737c-2p56","Warn: Project is vulnerable to: GHSA-hwr7-8gxx-fj5p","Warn: Project is vulnerable to: GHSA-hx9q-2mx4-m4pg","Warn: Project is vulnerable to: GHSA-j3mj-fhpq-qqjj","Warn: Project is vulnerable to: GHSA-j43h-pgmg-5hjq","Warn: Project is vulnerable to: PYSEC-2021-169 / GHSA-j47f-4232-hvv8","Warn: Project is vulnerable to: GHSA-j5w9-hmfh-4cr6","Warn: Project is vulnerable to: PYSEC-2021-224 / GHSA-j7rm-8ww4-xx2g","Warn: Project is vulnerable to: PYSEC-2021-394 / GHSA-j86v-p27c-73fm","Warn: Project is vulnerable to: PYSEC-2021-419 / GHSA-j8c8-67vp-6mx7","Warn: Project is vulnerable to: PYSEC-2021-175 / GHSA-j8qc-5fqr-52fp","Warn: Project is vulnerable to: PYSEC-2021-237 / GHSA-j8qh-3xrq-c825","Warn: Project is vulnerable to: PYSEC-2021-242 / GHSA-jf7h-7m85-w2v2","Warn: Project is vulnerable to: PYSEC-2021-166 / GHSA-jfp7-4j67-8r3q","Warn: Project is vulnerable to: PYSEC-2021-189 / GHSA-jhq9-wm9m-cf89","Warn: Project is vulnerable to: GHSA-jjm6-4vf7-cjh4","Warn: Project is vulnerable to: PYSEC-2021-229 / GHSA-jjr8-m8g8-p6wv","Warn: Project is vulnerable to: GHSA-jq6x-99hj-q636","Warn: Project is vulnerable to: GHSA-jqm7-m5q7-3hm5","Warn: Project is vulnerable to: GHSA-jvhc-5hhr-w3v5","Warn: Project is vulnerable to: GHSA-jwf9-w5xm-f437","Warn: Project is vulnerable to: PYSEC-2021-402 / GHSA-m342-ff57-4jcc","Warn: Project is vulnerable to: PYSEC-2021-183 / GHSA-m34j-p8rj-wjxq","Warn: Project is vulnerable to: PYSEC-2021-172 / GHSA-m3f9-w3p3-p669","Warn: Project is vulnerable to: GHSA-m4hf-j54p-p353","Warn: Project is vulnerable to: PYSEC-2021-389 / GHSA-m539-j985-hcr8","Warn: Project is vulnerable to: PYSEC-2020-256 / GHSA-m648-33qf-v3gp","Warn: Project is vulnerable to: GHSA-m6cv-4fmf-66xf","Warn: Project is vulnerable to: GHSA-m6vp-8q9j-whx4","Warn: Project is vulnerable to: GHSA-m7fm-4jfh-jrg6","Warn: Project is vulnerable to: GHSA-mg66-qvc5-rm93","Warn: Project is vulnerable to: GHSA-mgmh-g2v6-mqw5","Warn: Project is vulnerable to: GHSA-mh3m-62v7-68xg","Warn: Project is vulnerable to: PYSEC-2021-254 / GHSA-mmq6-q8r3-48fm","Warn: Project is vulnerable to: PYSEC-2021-247 / GHSA-mq5c-prh3-3f3h","Warn: Project is vulnerable to: PYSEC-2021-195 / GHSA-mqh2-9wrp-vx84","Warn: Project is vulnerable to: GHSA-mv77-9g28-cwg3","Warn: Project is vulnerable to: PYSEC-2021-222 / GHSA-mv78-g7wq-mhp4","Warn: Project is vulnerable to: GHSA-mv8m-8x97-937q","Warn: Project is vulnerable to: GHSA-mw6j-hh29-h379","Warn: Project is vulnerable to: PYSEC-2020-131 / GHSA-mxjj-953w-2c2v","Warn: Project is vulnerable to: GHSA-p2xf-8hgm-hpw5","Warn: Project is vulnerable to: PYSEC-2021-185 / GHSA-p45v-v4pw-77jr","Warn: Project is vulnerable to: GHSA-p7hr-f446-x6qf","Warn: Project is vulnerable to: GHSA-p9rc-rmr5-529j","Warn: Project is vulnerable to: GHSA-pf36-r9c6-h97j","Warn: Project is vulnerable to: GHSA-pfjj-m3jj-9jc9","Warn: Project is vulnerable to: PYSEC-2021-843 / GHSA-pgcq-h79j-2f69","Warn: Project is vulnerable to: PYSEC-2021-200 / GHSA-ph87-fvjr-v33w","Warn: Project is vulnerable to: PYSEC-2021-235 / GHSA-pmpr-55fj-r229","Warn: Project is vulnerable to: GHSA-pqhm-4wvf-2jg8","Warn: Project is vulnerable to: GHSA-pqrv-8r2f-7278","Warn: Project is vulnerable to: PYSEC-2021-390 / GHSA-prcg-wp5q-rv7p","Warn: Project is vulnerable to: PYSEC-2021-203 / GHSA-pvrc-hg3f-58r6","Warn: Project is vulnerable to: GHSA-pxrw-j2fv-hx3h","Warn: Project is vulnerable to: PYSEC-2020-257 / GHSA-q263-fvxm-m5mw","Warn: Project is vulnerable to: GHSA-q2c3-jpmc-gfjx","Warn: Project is vulnerable to: GHSA-q3g3-h9r4-prrc","Warn: Project is vulnerable to: PYSEC-2020-130 / GHSA-q4qf-3fc6-8x34","Warn: Project is vulnerable to: GHSA-q5jv-m6qw-5g37","Warn: Project is vulnerable to: GHSA-q7f7-544h-67h9","Warn: Project is vulnerable to: GHSA-q85f-69q7-55h2","Warn: Project is vulnerable to: PYSEC-2020-127 / GHSA-q8gv-q7wr-9jf8","Warn: Project is vulnerable to: GHSA-qfpc-5pjr-mh26","Warn: Project is vulnerable to: PYSEC-2020-132 / GHSA-qh32-6jjc-qprm","Warn: Project is vulnerable to: GHSA-qhw4-wwr7-gjc5","Warn: Project is vulnerable to: PYSEC-2020-254 / GHSA-qhxx-j73r-qpm2","Warn: Project is vulnerable to: GHSA-qj5r-f9mv-rffh","Warn: Project is vulnerable to: GHSA-qjj8-32p7-h289","Warn: Project is vulnerable to: GHSA-qjqc-vqcf-5qvj","Warn: Project is vulnerable to: GHSA-qr82-2c78-4m8h","Warn: Project is vulnerable to: PYSEC-2021-252 / GHSA-qw5h-7f53-xrp6","Warn: Project is vulnerable to: GHSA-qx3f-p745-w4hr","Warn: Project is vulnerable to: GHSA-qxpx-j395-pw36","Warn: Project is vulnerable to: GHSA-r26c-679w-mrjm","Warn: Project is vulnerable to: PYSEC-2021-192 / GHSA-r35g-4525-29fq","Warn: Project is vulnerable to: GHSA-r4c4-5fpq-56wg","Warn: Project is vulnerable to: PYSEC-2021-161 / GHSA-r4pj-74mg-8868","Warn: Project is vulnerable to: GHSA-r6jx-9g48-2r5r","Warn: Project is vulnerable to: PYSEC-2021-202 / GHSA-r6pg-pjwc-j585","Warn: Project is vulnerable to: GHSA-rc9w-5c64-9vqq","Warn: Project is vulnerable to: GHSA-rcf8-g8jv-vg6p","Warn: Project is vulnerable to: PYSEC-2021-239 / GHSA-rf3h-xgv5-2q39","Warn: Project is vulnerable to: PYSEC-2021-416 / GHSA-rg3m-hqc5-344v","Warn: Project is vulnerable to: PYSEC-2021-245 / GHSA-rgvq-pcvf-hx75","Warn: Project is vulnerable to: GHSA-rh87-q4vg-m45j","Warn: Project is vulnerable to: GHSA-rhrq-64mq-hf9h","Warn: Project is vulnerable to: GHSA-rjx6-v474-2ch9","Warn: Project is vulnerable to: GHSA-rmg2-f698-wq35","Warn: Project is vulnerable to: PYSEC-2020-138 / GHSA-rrfp-j2mp-hq9c","Warn: Project is vulnerable to: GHSA-rrx2-r989-2c43","Warn: Project is vulnerable to: GHSA-rww7-2gpw-fv6j","Warn: Project is vulnerable to: GHSA-v3f7-j968-4h5f","Warn: Project is vulnerable to: PYSEC-2021-234 / GHSA-v52p-hfjf-wg88","Warn: Project is vulnerable to: GHSA-v5xg-3q2c-c2r4","Warn: Project is vulnerable to: GHSA-v6h3-348g-6h5x","Warn: Project is vulnerable to: PYSEC-2021-214 / GHSA-v6r6-84gr-92rm","Warn: Project is vulnerable to: GHSA-v768-w7m9-2vmm","Warn: Project is vulnerable to: GHSA-v7vw-577f-vp8x","Warn: Project is vulnerable to: GHSA-v82p-hv3v-p6qp","Warn: Project is vulnerable to: GHSA-vcjj-9vg7-vf68","Warn: Project is vulnerable to: PYSEC-2021-232 / GHSA-vf94-36g5-69v8","Warn: Project is vulnerable to: PYSEC-2021-225 / GHSA-vfr4-x8j2-3rf9","Warn: Project is vulnerable to: GHSA-vgvh-2pf4-jr2x","Warn: Project is vulnerable to: GHSA-vjg4-v33c-ggc4","Warn: Project is vulnerable to: GHSA-vm7x-4qhj-rrcq","Warn: Project is vulnerable to: GHSA-vmjw-c2vp-p33c","Warn: Project is vulnerable to: PYSEC-2021-218 / GHSA-vq2r-5xvm-3hc3","Warn: Project is vulnerable to: PYSEC-2021-188 / GHSA-vqw6-72r7-fgw7","Warn: Project is vulnerable to: PYSEC-2021-250 / GHSA-vvg4-vgrv-xfr7","Warn: Project is vulnerable to: PYSEC-2021-406 / GHSA-vwhq-49r4-gj9v","Warn: Project is vulnerable to: GHSA-vxv8-r8q2-63xw","Warn: Project is vulnerable to: GHSA-w4xf-2pqw-5mq7","Warn: Project is vulnerable to: PYSEC-2020-129 / GHSA-w5gh-2wr2-pm6g","Warn: Project is vulnerable to: GHSA-w62h-8xjm-fv49","Warn: Project is vulnerable to: GHSA-w74j-v8xh-3w5h","Warn: Project is vulnerable to: GHSA-wc4g-r73w-x8mm","Warn: Project is vulnerable to: PYSEC-2021-157 / GHSA-wcv5-qrj6-9pfm","Warn: Project is vulnerable to: GHSA-wcv5-vrvr-3rx2","Warn: Project is vulnerable to: GHSA-wf5p-c75w-w3wh","Warn: Project is vulnerable to: PYSEC-2021-208 / GHSA-whr9-vfh2-7hm6","Warn: Project is vulnerable to: GHSA-wm93-f238-7v37","Warn: Project is vulnerable to: PYSEC-2021-204 / GHSA-wp3c-xw9g-gpcg","Warn: Project is vulnerable to: GHSA-wp77-4gmm-7cq8","Warn: Project is vulnerable to: GHSA-wq6q-6m32-9rv9","Warn: Project is vulnerable to: GHSA-wqmc-pm8c-2jhc","Warn: Project is vulnerable to: GHSA-wr9v-g9vf-c74v","Warn: Project is vulnerable to: PYSEC-2021-256 / GHSA-wvjw-p9f5-vq28","Warn: Project is vulnerable to: GHSA-wxjj-cgcx-r3vq","Warn: Project is vulnerable to: PYSEC-2021-407 / GHSA-x3v8-c8qx-3j3r","Warn: Project is vulnerable to: PYSEC-2021-164 / GHSA-x4g7-fvjj-prg8","Warn: Project is vulnerable to: GHSA-x4qx-4fjv-hmw6","Warn: Project is vulnerable to: PYSEC-2021-186 / GHSA-x83m-p7pv-ch8v","Warn: Project is vulnerable to: PYSEC-2021-217 / GHSA-x8h6-xgqx-jqgp","Warn: Project is vulnerable to: GHSA-x989-q2pq-4q5x","Warn: Project is vulnerable to: PYSEC-2020-133 / GHSA-x9j7-x98r-r4w2","Warn: Project is vulnerable to: PYSEC-2021-167 / GHSA-xcwj-wfcm-m23c","Warn: Project is vulnerable to: GHSA-xf83-q765-xm6m","Warn: Project is vulnerable to: PYSEC-2021-177 / GHSA-xgc3-m89p-vr3x","Warn: Project is vulnerable to: PYSEC-2021-162 / GHSA-xm2v-8rrw-w9pm","Warn: Project is vulnerable to: PYSEC-2020-126 / GHSA-xmq7-7fxm-rr79","Warn: Project is vulnerable to: PYSEC-2021-178 / GHSA-xqfj-35wv-m3cr","Warn: Project is vulnerable to: PYSEC-2021-255 / GHSA-xqfj-cr6q-pc8w","Warn: Project is vulnerable to: GHSA-xrp2-fhq4-4q3w","Warn: Project is vulnerable to: PYSEC-2021-395 / GHSA-xrqm-fpgr-6hhx","Warn: Project is vulnerable to: PYSEC-2021-221 / GHSA-xvjm-fvxx-q3hv","Warn: Project is vulnerable to: GHSA-xvwp-h6jv-7472","Warn: Project is vulnerable to: PYSEC-2021-194 / GHSA-xw93-v57j-fcgh","Warn: Project is vulnerable to: PYSEC-2020-139 / GHSA-xwhf-g6j5-j5gc","Warn: Project is vulnerable to: GHSA-xxcj-rhqg-m46g","Warn: Project is vulnerable to: PYSEC-2020-114","Warn: Project is vulnerable to: PYSEC-2020-115","Warn: Project is vulnerable to: PYSEC-2020-116","Warn: Project is vulnerable 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align=\"center\"\u003e\u003ca href=\"http://berrynet.org\" target=\"_blank\" rel=\"noopener noreferrer\"\u003e\u003cimg width=\"50%\" src=\"https://user-images.githubusercontent.com/292790/33802809-e4726cf8-dd45-11e7-8a64-fdc4c3ff9310.png\" alt=\"BerryNet Logo\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003ch2  align=\"center\"\u003eDeep Learning Gateway on Raspberry Pi And Other Edge Devices\u003c/h2\u003e\n\n![Docker Image CI](https://github.com/DT42/BerryNet/workflows/Docker%20Image%20CI/badge.svg)\n\n[Supporting BerryNet](https://dt42.io/berrynet-doc/community/donation/)\n\n* [One-time donation via PayPal](https://paypal.me/berrynet).\n* [One-time donation via crypto-currencies](https://dt42.io/berrynet-doc/community/donation/).\n* [Become a backer or sponsor on Open Collective](https://opencollective.com/berrynet).\n\n## Introduction\n\nThis project turns edge devices such as Raspberry Pi into an intelligent gateway with deep learning running on it. No internet connection is required, everything is done locally on the edge device itself. Further, multiple edge devices can create a distributed AIoT network.\n\nAt DT42, we believe that bringing deep learning to edge devices is the trend towards the future. It not only saves costs of data transmission and storage but also makes devices able to respond according to the events shown in the images or videos without connecting to the cloud.\n\n![Figure 1](https://user-images.githubusercontent.com/292790/45943626-a3d28b80-c019-11e8-829c-5eb6afd3faa4.png)\n\n\u003cp align=\"center\"\u003eFigure 1: BerryNet architecture\u003c/p\u003e\n\nFigure 1 shows the software architecture of the project, we use Node.js/Python, MQTT and an AI engine to analyze images or video frames with deep learning. So far, there are two default types of AI engines, the classification engine (with Inception v3 [[1]](https://arxiv.org/pdf/1512.00567.pdf) model) and the object detection engine (with TinyYOLO [[2]](https://pjreddie.com/media/files/papers/YOLO9000.pdf) model or MobileNet SSD [[3]](https://arxiv.org/pdf/1704.04861.pdf) model). Figure 2 shows the differences between classification and object detection.\n\n![Figure 2](https://cloud.githubusercontent.com/assets/292790/25520013/d9497738-2c2c-11e7-9693-3840647f2e1e.jpg)\n\n\u003cp align=\"center\"\u003eFigure 2: Classification vs detection\u003c/p\u003e\n\nOne of the application of this intelligent gateway is to use the camera to monitor the place you care about. For example, Figure 3 shows the analyzed results from the camera hosted in the DT42 office. The frames were captured by the IP camera and they were submitted into the AI engine. The output from the AI engine will be shown in the dashboard. We are working on the Email and IM notification so you can get a notification when there is a dog coming into the meeting area with the next release.\n\n![Figure 3](https://cloud.githubusercontent.com/assets/292790/25498294/0ab79976-2bba-11e7-9114-46e328d15a18.gif)\n\n\u003cp align=\"center\"\u003eFigure 3: Object detection result example\u003c/p\u003e\n\nTo bring easy and flexible edge AI experience to user, we keep expending support of the AI engines and the reference HWs.\n\n![Figure 4](https://user-images.githubusercontent.com/292790/64026655-c2b69780-cb71-11e9-90b9-6269319012f1.png)\n\n\u003cp align=\"center\"\u003eFigure 4: Reference hardwares\u003c/p\u003e\n\n\n## Installation\n\nYou can install BerryNet by using pre-built image or from source. Please refer to the [installation guide](https://dt42.io/berrynet-doc/tutorials/installation/) for the details. \n\nWe are pushing BerryNet into Debian repository, so you will be able to install by only typing one command in the future.\n\nHere is the quick steps to install from source:\n\n```\n$ git clone https://github.com/DT42/BerryNet.git\n$ cd BerryNet\n$ ./configure\n```\n\n\n## Start and Stop BerryNet\n\nBerryNet performs an AIoT application by connecting independent components together. Component types include but not limited to AI engine, I/O processor, data processor (algorithm), or data collector.\n\nWe recommend to manage BerryNet componetns by [supervisor](http://supervisord.org/), but you can also run BerryNet components manually. You can manage BerryNet via `supervisorctl`:\n\n    ```\n    # Check status of BerryNet components\n    $ sudo supervisorctl status all\n\n    # Stop Camera client\n    $ sudo supervisorctl stop camera\n\n    # Restart all components\n    $ sudo supervisorctl restart all\n\n    # Show last stderr logs of camera client\n    $ sudo supervisorctl tail camera stderr\n    ```\n\nFor more possibilities of supervisorctl, please refer to the [official tutorial](http://supervisord.org/running.html#running-supervisorctl).\n\nThe default application has three components:\n\n* Camera client to provide input images\n* Object detection engine to find type and position of the detected objects in an image\n* Dashboard to display the detection results\n\nYou will learn how to configure or change the components in the [Configuration](#configuration) section.\n\n\n## Dashboard: Freeboard\n\n### Open Freeboard on RPi (with touch screen)\n\nFreeboard is a web-based dashboard. Here are the steps to show the detection result image and text on Freeboard:\n\n* 1: Enter `http://127.0.0.1:8080` in browser's URL bar, and press enter\n* 2: [Download](https://raw.githubusercontent.com/DT42/BerryNet/master/config/dashboard-tflitedetector.json) the Freeboard configuration for default application, `dashboard-tflitedetector.json`\n* 2: Click `LOAD FREEBOARD`, and select the newly downloaded `dashboard-tflitedetector.json`\n* 3: Wait for seconds, you should see the inference result image and text on Freeboard\n\n### Open Freeboard on another computer\n\nAssuming that you have two devices:\n\n* Device A with IP `192.168.1.42`, BerryNet default application runs on it\n* Device B with IP `192.168.1.43`, you want to open Freeboard and see the detection result on it\n\nHere are the steps:\n\n* 1: Enter `http://192.168.1.42:8080` in browser's URL bar, and press enter\n* 2: [Download](https://raw.githubusercontent.com/DT42/BerryNet/master/config/dashboard-tflitedetector.json) the Freeboard configuration for default application, `dashboard-tflitedetector.json`\n* 3: Replace all the `localhost` to `192.168.1.42` in `dashboard-tflitedetector.json`\n* 2: Click `LOAD FREEBOARD`, and select the newly downloaded `dashboard-tflitedetector.json`\n* 3: Wait for seconds, you should see the inference result image and text on Freeboard\n\nFor more details about dashboard configuration (e.g. how to add widgets), please refer to [Freeboard project](https://github.com/Freeboard/freeboard).\n\n\n## Enable Data Collector\n\nYou might want to store the snapshot and inference results for data analysis.\n\nTo run BerryNet data collector manually, you can run the command below:\n\n```\n$ bn_data_collector --topic-config \u003ctopic-config-filepath\u003e --data-dirpath \u003cresult-dirpath\u003e\n```\n\nThe topic config indicates what MQTT topic the data collector will listen, and what handler will be triggered. Here is a topic config example:\n\n```\n{\n    \"berrynet/engine/tflitedetector/result\": \"self.update\"\n}\n```\n\nThe inference result image and text will be saved into the indicated result directory.\n\n\n## Configuration\n\nThe default supervisor config is at `/etc/supervisor/conf.d/berrynet-tflite.conf`. To write your own supervisor config, you can refer to [here](https://github.com/DT42/BerryNet/tree/master/config/supervisor/conf.d) for more example supervisor configs of BerryNet\n\n### Camera Client\n\nBerryNet camera client can run in two modes: stream or file. In stream mode, local camera (e.g. USB camera and RPi camera) and IP camera can be supported, and input frame rate (FPS) can be changed on demand (default is 1). In file mode, user can indicate filepath as input source.\n\nTo run camera client in stream mode:\n\n```\n$ bn_camera --fps 5\n```\n\nTo run camera client in file mode:\n\n```\n$ bn_camera --mode file --filepath \u003cimage-filepath\u003e\n```\n\n\n## Use Your Data To Train\n\nThe original instruction of retraining YOLOv2 model see [github repository of darknet](https://github.com/AlexeyAB/darknet#how-to-train-to-detect-your-custom-objects)\n\nIn the current of BerryNet, TinyYolo is used instead of YOLOv2. \nThe major differences are:\n\n1. Create file yolo-obj.cfg with the same content as in `tiny-yolo.cfg`\n2. Download pre-trained weights of darknet reference model, `darknet.weights.12`, for the convolutional layers (6.1MB)\nhttps://drive.google.com/drive/folders/0B-oZJEwmkAObMzAtc2QzZDhyVGM?usp=sharing\n\nThe rest parts are the same as retraining YOLO.\n\nIf you use [LabelMe](http://labelme.csail.mit.edu/Release3.0/) to annotate data, `utils/xmlTotxt.py` can help convert the xml format to the text format that darknet uses.\n\n\n## Discussion\n\nPlease refer to the [Slack](https://join.slack.com/t/berrynet/shared_invite/enQtODg5MjA0ODExMjUzLWIwMDNkZWExZGE2Njc1ZDljMmFiOWJlZDdmZmEwYmQ4YTJiNzg2NDc1NTJhMDVkMzhmNzA3YTU0ZTc4M2JiNTE) or [Telegram Group](https://t.me/berrynetdev) for questions, suggestions, or any idea discussion.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdt42%2Fberrynet","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdt42%2Fberrynet","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdt42%2Fberrynet/lists"}