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CODE_OF_CONDUCT.md ADDED
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+ # Code of Conduct
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+
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+ ## Our Pledge
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+
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+ In the interest of fostering an open and welcoming environment, we as
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+ contributors and maintainers pledge to make participation in our project and
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+ our community a harassment-free experience for everyone, regardless of age, body
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+ size, disability, ethnicity, sex characteristics, gender identity and expression,
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+ level of experience, education, socio-economic status, nationality, personal
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+ appearance, race, religion, or sexual identity and orientation.
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+
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+ ## Our Standards
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+
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+ Examples of behavior that contributes to creating a positive environment
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+ include:
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+
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+ * Using welcoming and inclusive language
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+ * Being respectful of differing viewpoints and experiences
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+ * Gracefully accepting constructive criticism
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+ * Focusing on what is best for the community
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+ * Showing empathy towards other community members
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+
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+ Examples of unacceptable behavior by participants include:
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+
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+ * The use of sexualized language or imagery and unwelcome sexual attention or
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+ advances
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+ * Trolling, insulting/derogatory comments, and personal or political attacks
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+ * Public or private harassment
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+ * Publishing others' private information, such as a physical or electronic
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+ address, without explicit permission
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+ * Other conduct which could reasonably be considered inappropriate in a
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+ professional setting
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+
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+ ## Our Responsibilities
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+
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+ Project maintainers are responsible for clarifying the standards of acceptable
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+ behavior and are expected to take appropriate and fair corrective action in
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+ response to any instances of unacceptable behavior.
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+
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+ Project maintainers have the right and responsibility to remove, edit, or
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+ reject comments, commits, code, wiki edits, issues, and other contributions
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+ that are not aligned to this Code of Conduct, or to ban temporarily or
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+ permanently any contributor for other behaviors that they deem inappropriate,
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+ threatening, offensive, or harmful.
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+
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+ ## Scope
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+
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+ This Code of Conduct applies within all project spaces, and it also applies when
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+ an individual is representing the project or its community in public spaces.
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+ Examples of representing a project or community include using an official
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+ project e-mail address, posting via an official social media account, or acting
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+ as an appointed representative at an online or offline event. Representation of
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+ a project may be further defined and clarified by project maintainers.
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+
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+ This Code of Conduct also applies outside the project spaces when there is a
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+ reasonable belief that an individual's behavior may have a negative impact on
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+ the project or its community.
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+
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+ ## Enforcement
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+
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+ Instances of abusive, harassing, or otherwise unacceptable behavior may be
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+ reported by contacting the project team at <opensource-conduct@fb.com>. All
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+ complaints will be reviewed and investigated and will result in a response that
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+ is deemed necessary and appropriate to the circumstances. The project team is
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+ obligated to maintain confidentiality with regard to the reporter of an incident.
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+ Further details of specific enforcement policies may be posted separately.
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+
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+ Project maintainers who do not follow or enforce the Code of Conduct in good
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+ faith may face temporary or permanent repercussions as determined by other
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+ members of the project's leadership.
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+
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+ ## Attribution
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+
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+ This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4,
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+ available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html
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+
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+ [homepage]: https://www.contributor-covenant.org
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+
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+ For answers to common questions about this code of conduct, see
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+ https://www.contributor-covenant.org/faq
CONTRIBUTING.md ADDED
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+ # Contributing to segment-anything
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+ We want to make contributing to this project as easy and transparent as
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+ possible.
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+
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+ ## Pull Requests
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+ We actively welcome your pull requests.
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+
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+ 1. Fork the repo and create your branch from `main`.
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+ 2. If you've added code that should be tested, add tests.
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+ 3. If you've changed APIs, update the documentation.
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+ 4. Ensure the test suite passes.
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+ 5. Make sure your code lints, using the `ufmt format` command. Linting requires `black==24.2.0`, `usort==1.0.2`, and `ufmt==2.0.0b2`, which can be installed via `pip install -e ".[dev]"`.
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+ 6. If you haven't already, complete the Contributor License Agreement ("CLA").
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+
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+ ## Contributor License Agreement ("CLA")
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+ In order to accept your pull request, we need you to submit a CLA. You only need
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+ to do this once to work on any of Facebook's open source projects.
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+
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+ Complete your CLA here: <https://code.facebook.com/cla>
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+
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+ ## Issues
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+ We use GitHub issues to track public bugs. Please ensure your description is
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+ clear and has sufficient instructions to be able to reproduce the issue.
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+
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+ Facebook has a [bounty program](https://www.facebook.com/whitehat/) for the safe
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+ disclosure of security bugs. In those cases, please go through the process
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+ outlined on that page and do not file a public issue.
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+
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+ ## License
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+ By contributing to segment-anything, you agree that your contributions will be licensed
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+ under the LICENSE file in the root directory of this source tree.
LICENSE ADDED
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LICENSE_cctorch ADDED
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sam2-base-plus_config/__init__.py ADDED
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+ # Copyright (c) Meta Platforms, Inc. and affiliates.
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+ # All rights reserved.
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+
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+ # This source code is licensed under the license found in the
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+ # LICENSE file in the root directory of this source tree.
sam2-base-plus_config/sam2_hiera_b+.yaml ADDED
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+ # @package _global_
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+
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+ # Model
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+ model:
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+ _target_: sam2.modeling.sam2_base.SAM2Base
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+ image_encoder:
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+ _target_: sam2.modeling.backbones.image_encoder.ImageEncoder
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+ scalp: 1
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+ trunk:
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+ _target_: sam2.modeling.backbones.hieradet.Hiera
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+ embed_dim: 112
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+ num_heads: 2
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+ neck:
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+ _target_: sam2.modeling.backbones.image_encoder.FpnNeck
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+ position_encoding:
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+ _target_: sam2.modeling.position_encoding.PositionEmbeddingSine
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+ num_pos_feats: 256
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+ normalize: true
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+ scale: null
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+ temperature: 10000
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+ d_model: 256
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+ backbone_channel_list: [896, 448, 224, 112]
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+ fpn_top_down_levels: [2, 3] # output level 0 and 1 directly use the backbone features
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+ fpn_interp_model: nearest
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+
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+ memory_attention:
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+ _target_: sam2.modeling.memory_attention.MemoryAttention
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+ d_model: 256
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+ pos_enc_at_input: true
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+ layer:
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+ _target_: sam2.modeling.memory_attention.MemoryAttentionLayer
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+ activation: relu
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+ dim_feedforward: 2048
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+ dropout: 0.1
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+ pos_enc_at_attn: false
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+ self_attention:
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+ _target_: sam2.modeling.sam.transformer.RoPEAttention
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+ rope_theta: 10000.0
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+ feat_sizes: [32, 32]
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+ embedding_dim: 256
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+ num_heads: 1
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+ downsample_rate: 1
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+ dropout: 0.1
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+ d_model: 256
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+ pos_enc_at_cross_attn_keys: true
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+ pos_enc_at_cross_attn_queries: false
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+ cross_attention:
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+ _target_: sam2.modeling.sam.transformer.RoPEAttention
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+ rope_theta: 10000.0
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+ feat_sizes: [32, 32]
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+ rope_k_repeat: True
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+ embedding_dim: 256
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+ num_heads: 1
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+ downsample_rate: 1
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+ dropout: 0.1
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+ kv_in_dim: 64
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+ num_layers: 4
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+
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+ memory_encoder:
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+ _target_: sam2.modeling.memory_encoder.MemoryEncoder
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+ out_dim: 64
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+ position_encoding:
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+ _target_: sam2.modeling.position_encoding.PositionEmbeddingSine
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+ num_pos_feats: 64
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+ normalize: true
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+ scale: null
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+ temperature: 10000
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+ mask_downsampler:
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+ _target_: sam2.modeling.memory_encoder.MaskDownSampler
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+ kernel_size: 3
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+ stride: 2
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+ padding: 1
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+ fuser:
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+ _target_: sam2.modeling.memory_encoder.Fuser
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+ layer:
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+ _target_: sam2.modeling.memory_encoder.CXBlock
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+ dim: 256
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+ kernel_size: 7
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+ padding: 3
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+ layer_scale_init_value: 1e-6
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+ use_dwconv: True # depth-wise convs
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+ num_layers: 2
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+
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+ num_maskmem: 7
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+ image_size: 1024
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+ # apply scaled sigmoid on mask logits for memory encoder, and directly feed input mask as output mask
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+ sigmoid_scale_for_mem_enc: 20.0
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+ sigmoid_bias_for_mem_enc: -10.0
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+ use_mask_input_as_output_without_sam: true
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+ # Memory
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+ directly_add_no_mem_embed: true
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+ # use high-resolution feature map in the SAM mask decoder
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+ use_high_res_features_in_sam: true
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+ # output 3 masks on the first click on initial conditioning frames
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+ multimask_output_in_sam: true
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+ # SAM heads
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+ iou_prediction_use_sigmoid: True
98
+ # cross-attend to object pointers from other frames (based on SAM output tokens) in the encoder
99
+ use_obj_ptrs_in_encoder: true
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+ add_tpos_enc_to_obj_ptrs: false
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+ only_obj_ptrs_in_the_past_for_eval: true
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+ # object occlusion prediction
103
+ pred_obj_scores: true
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+ pred_obj_scores_mlp: true
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+ fixed_no_obj_ptr: true
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+ # multimask tracking settings
107
+ multimask_output_for_tracking: true
108
+ use_multimask_token_for_obj_ptr: true
109
+ multimask_min_pt_num: 0
110
+ multimask_max_pt_num: 1
111
+ use_mlp_for_obj_ptr_proj: true
112
+ # Compilation flag
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+ compile_image_encoder: False
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