docs: adds documentation to proofs package

pkg/proof/README.md

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+# Proof
+
+This package enables proof queries for Celestia transactions and blobs.
+
+## Prerequisites
+
+To understand the proof mechanisms, a good understanding of [binary merkle proofs](https://celestiaorg.github.io/celestia-app/specs/data_structures.html#merkle-trees) and [namespace merkle proofs](https://celestiaorg.github.io/celestia-app/specs/data_structures.html#namespace-merkle-tree) is required.
+
+## PFB transaction
+
+When creating a [PayForBlob](https://github.com/celestiaorg/celestia-app/blob/v1.0.0-rc2/proto/celestia/blob/v1/tx.proto#L16-L31) transaction, the blob data is separated into a set of [shares](https://celestiaorg.github.io/celestia-app/specs/shares.html). 
+This set of shares is used to generate a [*share commitment*](https://celestiaorg.github.io/celestia-app/specs/data_square_layout.html?highlight=share%20commitment#blob-share-commitment-rules) which commits to the data contained in the PFB, i.e., the blob.
+
+### Share commitment generation 
+
+Generating a *share commitment* starts with laying the shares into a [merkle mountain range](https://celestiaorg.github.io/celestia-app/specs/data_square_layout.html?highlight=merkle%20mountain#blob-share-commitment-rules) structure.
+For example, if the blob contains six shares, the following structure will be generated:
+
+<img src="img/subtree_roots.png" alt="subtree roots generation from shares" width="500"/>
+
+The blob shares are colored in orange, and are used to generate a set of roots following the [merkle mountain range](https://docs.grin.mw/wiki/chain-state/merkle-mountain-range/) structure. 
+These roots are called *subtree roots*. In the above case, we end up with two *subtree roots*: `SR1` and `SR2`.
+
+Then, these *subtree roots* are used to generate the *share commitment*:
+
+<img src="img/share_commitment.png" alt="share commitment generation from subtree roots" width="300"/>
+
+The *share commitment* is the binary merkle root over the set of *subtree roots* generated from the shares.
+
+## Share to share commitment inclusion
+
+Using the above merkle trees, share proofs can be generated to prove inclusion of a set of shares to the *share commitment*.
+
+For instance, if we want to prove the first two shares, we will need two merkle proofs:
+
+<img src="img/share_to_share_commitment_inclusion.png" alt="shares to share commitment inclusion proof" width="500"/>
+
+- The first merkle proof is a namespace merkle inclusion proof from the first two shares to the *subtree root* `SR1`.
+- The second merkle proof is a binary merkle inclusion proof from `SR1`, which is the subtree root committing to the shares, to the *share commitment*.
+
+Note: the nodes colored in red are the inner nodes used to construct the inclusion proof.
+
+## Square layout
+
+Now that the [*share commitment*](https://celestiaorg.github.io/celestia-app/specs/data_square_layout.html?highlight=share%20commitment#blob-share-commitment-rules) is generated, the transaction gets broadcast to the Celestia network to be picked up by validators.
+Once it's included in a block, the transaction, without the blob, is placed in the [transaction namespace](https://celestiaorg.github.io/celestia-app/specs/namespace.html#reserved-namespaces) and the blob is placed in the [namespace](https://github.com/celestiaorg/celestia-app/blob/72be251f044bcece659603248bc27711b2c039a0/proto/celestia/blob/v1/tx.proto#L22) specified in the PFB transaction.
+
+If we use the same transaction from above, where the blob consists of six shares, an example Celestia square containing the blob and the PFB transaction can look like this:
+
+<img src="img/extended_square.png" alt="celestia extended square containing the blob shares" width="500"/>
+
+The share range `[5, 10]`, colored in orange, is the blob data.
+
+### Row roots
+
+To compute the Celestia block [data root](https://celestiaorg.github.io/celestia-app/specs/data_structures.html), we first start by computing the row roots and column roots.
+
+For instance, if we want to compute the first row root:
+
+<img src="img/row_root_1.png" alt="row root one generation" width="500"/>
+
+We use the first row of shares to generate a namespace merkle root.
+The first four shares, i.e., the shares `[1, 4]` are part of the square data, and the last four are [parity shares](https://celestiaorg.github.io/celestia-app/specs/data_structures.html?highlight=extended#2d-reed-solomon-encoding-scheme). 
+
+Now if we take the second row, which contains four shares of the above blob `[5,8]`:
+
+<img src="img/row_root_2.png" alt="row root two generation" width="500"/>
+
+The inner node in purple is the same as the *subtree root* `SR1` generated in the [PFB transaction](#pfb-transaction) section. 
+
+Similarly, if we generate the third row, which contains the remaining two shares of the blob, and some other data:
+
+<img src="img/row_root_3.png" alt="row root three generation" width="500"/>
+
+We will see that the *subtree root* `SR2` is an inner node of the tree used to compute the third row root.
+
+This property holds for all the subtree roots computed for the blob data and is derived from applying [Blob Share Commitment Rules](https://celestiaorg.github.io/celestia-app/specs/data_square_layout.html#blob-share-commitment-rules) when constructing the square.
+This means that it is possible to prove the inclusion of a blob to a set of row roots using the generated *share commitment*. 
+The subtree roots used to generate it will be the same regardless of the square size.
+This proof will be discussed in the [prove share commitment inclusion to data root](#prove-share-commitment-inclusion-to-data-root) section.
+
+### Column roots
+
+Similar to row roots, column roots are the namespace merkle root of the set of shares contained in the column:
+
+<img src="img/col_root_1.png" alt="column root one generation" width="427"/>
+
+Generally, the column roots are only used for [bad encoding fraud proofs, BEFP](https://celestiaorg.github.io/celestia-app/specs/fraud_proofs.html#bad-encoding-fraud-proofs) and won't be used concretely in inclusion proofs. 
+They're only mentioned for completeness.
+
+### Data root
+
+The Celestia block [data root](https://celestiaorg.github.io/celestia-app/specs/data_structures.html) is computed by generating a binary merkle root over the set of row roots and column roots of the square:
+
+<img src="img/data_root.png" alt="data root generation" width="443"/>
+
+This allows inclusion proofs of the shares to the data root which will be discussed below.
+
+## Inclusion proof
+
+### Share to data root inclusion proof
+
+To prove that a share was included in a Celestia block, we can create an inclusion proof from the share to the data root.
+This proof consists of the following:
+
+#### Share to row root namespace merkle inclusion proof:
+
+First, we prove inclusion of the share in question to the row root it belongs to.
+If we take, for example, share *three*, its inclusion proof can be constructed using the inner nodes in red: 
+
+<img src="img/share_to_row_root_proof.png" alt="share to row root proof" width="443"/>
+
+Now, if we have this inclusion proof, and we verify it against the `RowRoot1`, the proof would be valid.
+
+#### Row root to data root inclusion proof
+
+Now that we proved the share to the row root, we will need to complete the proof with a row root to the data root inclusion proof.
+This means that we will be proving that the row root commits to the share, and the data root commits to the row root.
+Since share *three* is committed to by `RowRoot1`, we will be proving that row root to the data root. 
+
+<img src="img/row_root_to_data_root_proof.png" alt="row root to data root proof" width="443"/>
+
+The inner nodes in red are the nodes needed to construct the merkle inclusion proof.
+
+So, if we have access to these two proofs, the [share to row root inclusion proof](#share-to-row-root-namespace-merkle-inclusion-proof) and [row root to data root inclusion proof](#row-root-to-data-root-inclusion-proof), we can successfully prove inclusion of share *three* to the Celestia data root.
+
+### Prove share commitment inclusion to data root
+
+To prove that a blob, referenced by its *share commitment*, was included in a Celestia block, we need the following proofs:
+
+#### Subtree roots inclusion proof to the data root
+
+As we've seen in the [row roots generation](#row-roots) section, the subtree roots are inner nodes of the namespace merkle tree used to generate the row root.
+This means that it's possible to create an inclusion proof of a subtree root to the row root:
+
+<img src="img/subtree_root_to_row_root.png" alt="subtree root to row root proof" width="443"/>
+
+The inner nodes in brown would be used to construct the `SR2` node inclusion proof to the `RowRoot3`.
+
+After having this proof, we will need to prove the `RowRoot3` inclusion to the data root.
+This is described in the [row root to data root inclusion proof](#row-root-to-data-root-inclusion-proof) section.
+
+With this, we would be able to prove that `SR2` was committed to by a Celestia data root.
+
+#### Subtree roots inclusion proof to the *share commitment*
+
+Now that we can prove `SR2` inclusion to `RowRoot3`, what's left is proving that `SR2` was committed to by the *share commitment*.
+
+Proving inclusion of `SR1` or `SR2` to the *share commitment* goes back to creating a binary merkle inclusion proof to the *share commitment*:
+
+<img src="img/share_commitment.png" alt="share commitment generation from subtree roots" width="300"/>
+
+So, if we manage to prove that `SR1` and `SR2` were both committed to by the Celestia data root, and that the *share commitment* was generated using `SR1` and `SR2`, then, we would have proven that the *share commitment* was committed to by the Celestia data root, which means that **the blob data that generated the *share commitment* was included in a Celestia block**.
+
+[IMPORTANT] As of the current version, the API for generating and verifying share commitment proofs to data root is still not exposed.
+These proofs are only used as part of the Celestia [consensus](https://celestiaorg.github.io/celestia-app/specs/consensus.html) internally.
+
+#### PFB proofs
+
+More [compact proofs](https://github.com/celestiaorg/celestia-app/blob/main/docs/architecture/adr-011-optimistic-blob-size-independent-inclusion-proofs-and-pfb-fraud-proofs.md#pfb-fraud-proof) can be generated to prove inclusion of a blob in a Celestia square, but are out of the scope of this document.
+More details can be found in [ADR-011](https://github.com/celestiaorg/celestia-app/blob/main/docs/architecture/adr-011-optimistic-blob-size-independent-inclusion-proofs-and-pfb-fraud-proofs.md).