Skip to content

Tensorvis.md

Latest commit

 

History

History
624 lines (607 loc) · 17.3 KB

Tensorvis.md

File metadata and controls

624 lines (607 loc) · 17.3 KB

🕵️ PyStaticInspector Report

Analyzed Root: /data2/TensorVis

1. 🚦 Navigator: How to Drive

✅ Detected Entry Points (Scripts)

  • TensorVis.vis (contains if __name__ == '__main__')
  • TensorVis.cli (contains if __name__ == '__main__')
  • TensorVis.op_viz (contains if __name__ == '__main__')

🧩 Top Complex Functions (Potential Core Logic)

Complexity Function Args
34 lines TensorVis.op_viz.visualize_matmul (A, B, title)
21 lines TensorVis.inspector.inspect (self)
21 lines TensorVis.vis.inspect (self)
14 lines TensorVis.inspector.visualize (self)
14 lines TensorVis.vis.visualize (self)
14 lines TensorVis.op_viz.visualize_broadcast_add (A, B, title)
8 lines TensorVis.cli.inspect_random (shape, name)
7 lines TensorVis.inspector._guess_dim_names (self)
7 lines TensorVis.vis._guess_dim_names (self)
7 lines TensorVis.op_viz._plot_matrix (ax, mat, title)

2. 🕸️ Network & Architecture

Dependency Graph

graph TD
    classDef internal fill:#f96,stroke:#333,stroke-width:2px;
    classDef external fill:#9cf,stroke:#333,stroke-width:1px;
    TensorVis_inspector["TensorVis.inspector"] --> ext_numpy["numpy"]
    class TensorVis_inspector internal;
    class ext_numpy external;
    TensorVis_inspector["TensorVis.inspector"] --> ext_matplotlib["matplotlib"]
    class TensorVis_inspector internal;
    class ext_matplotlib external;
    TensorVis_inspector["TensorVis.inspector"] --> ext_itertools["itertools"]
    class TensorVis_inspector internal;
    class ext_itertools external;
    TensorVis_vis["TensorVis.vis"] --> ext_numpy["numpy"]
    class TensorVis_vis internal;
    class ext_numpy external;
    TensorVis_vis["TensorVis.vis"] --> ext_matplotlib["matplotlib"]
    class TensorVis_vis internal;
    class ext_matplotlib external;
    TensorVis_vis["TensorVis.vis"] --> ext_itertools["itertools"]
    class TensorVis_vis internal;
    class ext_itertools external;
    TensorVis_cli["TensorVis.cli"] --> ext_typer["typer"]
    class TensorVis_cli internal;
    class ext_typer external;
    TensorVis_cli["TensorVis.cli"] --> ext_numpy["numpy"]
    class TensorVis_cli internal;
    class ext_numpy external;
    TensorVis_cli["TensorVis.cli"] --> ext_typing["typing"]
    class TensorVis_cli internal;
    class ext_typing external;
    TensorVis_cli["TensorVis.cli"] --> ext_inspector["inspector"]
    class TensorVis_cli internal;
    class ext_inspector external;
    TensorVis_cli["TensorVis.cli"] --> ext_op_viz["op_viz"]
    class TensorVis_cli internal;
    class ext_op_viz external;
    TensorVis_op_viz["TensorVis.op_viz"] --> ext_numpy["numpy"]
    class TensorVis_op_viz internal;
    class ext_numpy external;
    TensorVis_op_viz["TensorVis.op_viz"] --> ext_matplotlib["matplotlib"]
    class TensorVis_op_viz internal;
    class ext_matplotlib external;
Loading

3. 🧠 API Logic Flow (Top 5 Functions)

Flow: TensorVis.op_viz.visualize_matmul

flowchart TD
    classDef input fill:#e3f2fd,stroke:#1565c0;
    classDef process fill:#fff,stroke:#bdbdbd;
    classDef decision fill:#f3e5f5,stroke:#7b1fa2,stroke-dasharray: 5 5;
    Start([Input: A, B, title]):::input
    N1["Expr"]:::process
    Start --> N1
    N2{"If hasattr(A, 'detach')?"}:::decision
    N1 --> N2
    N3["Call: numpy -> A"]:::process
    N2 --> N3
    N4["Merge"]:::process
    N2 --> N4
    N3 --> N4
    N5{"If hasattr(B, 'detach')?"}:::decision
    N4 --> N5
    N6["Call: numpy -> B"]:::process
    N5 --> N6
    N7["Merge"]:::process
    N5 --> N7
    N6 --> N7
    N8["Call: array -> A"]:::process
    N7 --> N8
    N9["Call: array -> B"]:::process
    N8 --> N9
    N10{"If A.ndim != 2 or B.ndim != 2?"}:::decision
    N9 --> N10
    N11["Call: print"]:::process
    N10 --> N11
    N12([Return]):::input
    N11 --> N12
    N13["Merge"]:::process
    N10 --> N13
    N12 --> N13
    N14{"If A.shape[1] != B.shape[0]?"}:::decision
    N13 --> N14
    N15["Call: print"]:::process
    N14 --> N15
    N16([Return]):::input
    N15 --> N16
    N17["Merge"]:::process
    N14 --> N17
    N16 --> N17
    N18["Process -> C"]:::process
    N17 --> N18
    N19["Call: figure -> fig"]:::process
    N18 --> N19
    N20["Call: subplot2grid -> ax_A"]:::process
    N19 --> N20
    N21["Call: subplot2grid -> ax_B"]:::process
    N20 --> N21
    N22["Call: subplot2grid -> ax_C"]:::process
    N21 --> N22
    N23["Call: subplot2grid -> ax_Eq"]:::process
    N22 --> N23
    N24["Call: _plot_matrix"]:::process
    N23 --> N24
    N25["Call: _plot_matrix"]:::process
    N24 --> N25
    N26["Call: _plot_matrix"]:::process
    N25 --> N26
    N27["Call: Rectangle -> rect_A"]:::process
    N26 --> N27
    N28["Call: add_patch"]:::process
    N27 --> N28
    N29["Call: Rectangle -> rect_B"]:::process
    N28 --> N29
    N30["Call: add_patch"]:::process
    N29 --> N30
    N31["Call: Rectangle -> rect_C"]:::process
    N30 --> N31
    N32["Call: add_patch"]:::process
    N31 --> N32
    N33["Process -> row_vec"]:::process
    N32 --> N33
    N34["Process -> col_vec"]:::process
    N33 --> N34
    N35["Process -> terms"]:::process
    N34 --> N35
    N36{"For (a, b)?"}:::decision
    N35 --> N36
    N37["Call: append"]:::process
    N36 --> N37
    N38["After For"]:::process
    N37 --> N36
    N36 --> N38
    N39["Call: join -> dot_product_str"]:::process
    N38 --> N39
    N40["Call: dot -> result"]:::process
    N39 --> N40
    N41["Process -> formula_text"]:::process
    N40 --> N41
    N42["Call: text"]:::process
    N41 --> N42
    N43["Call: axis"]:::process
    N42 --> N43
    N44["Call: suptitle"]:::process
    N43 --> N44
    N45["Call: tight_layout"]:::process
    N44 --> N45
    N46["Call: show"]:::process
    N45 --> N46
    N47([End]):::input
    N46 --> N47
Loading

Flow: TensorVis.inspector.inspect

flowchart TD
    classDef input fill:#e3f2fd,stroke:#1565c0;
    classDef process fill:#fff,stroke:#bdbdbd;
    classDef decision fill:#f3e5f5,stroke:#7b1fa2,stroke-dasharray: 5 5;
    Start([Input: self]):::input
    N1["Expr"]:::process
    Start --> N1
    N2["Call: print"]:::process
    N1 --> N2
    N3["Call: print"]:::process
    N2 --> N3
    N4["Call: _guess_dim_names -> dim_names"]:::process
    N3 --> N4
    N5["Call: join -> shape_str"]:::process
    N4 --> N5
    N6["Call: print"]:::process
    N5 --> N6
    N7["Call: print"]:::process
    N6 --> N7
    N8["Call: print"]:::process
    N7 --> N8
    N9["Call: print"]:::process
    N8 --> N9
    N10["Call: any -> has_nan"]:::process
    N9 --> N10
    N11["Call: any -> has_inf"]:::process
    N10 --> N11
    N12["Call: print"]:::process
    N11 --> N12
    N13["Call: print"]:::process
    N12 --> N13
    N14["Call: print"]:::process
    N13 --> N14
    N15{"If self.size > 0?"}:::decision
    N14 --> N15
    N16["Process -> assign"]:::process
    N15 --> N16
    N17["Call: print"]:::process
    N16 --> N17
    N18["Call: print"]:::process
    N17 --> N18
    N19["Call: sum -> zeros"]:::process
    N18 --> N19
    N20["Process -> sparsity"]:::process
    N19 --> N20
    N21["Call: print"]:::process
    N20 --> N21
    N22["Merge"]:::process
    N15 --> N22
    N21 --> N22
    N23["Call: print"]:::process
    N22 --> N23
    N24["Call: sum -> l1"]:::process
    N23 --> N24
    N25["Call: norm -> l2"]:::process
    N24 --> N25
    N26["Call: print"]:::process
    N25 --> N26
    N27{"If self.ndim >= 2 and self.size > 0 and (not has_nan) and (not has_inf)?"}:::decision
    N26 --> N27
    N28["Process -> matrix"]:::process
    N27 --> N28
    N29{"While matrix.ndim > 2?"}:::decision
    N28 --> N29
    N30["Process -> matrix"]:::process
    N29 --> N30
    N31["After While"]:::process
    N30 --> N29
    N29 --> N31
    N32["Try"]:::process
    N31 --> N32
    N33["Merge"]:::process
    N27 --> N33
    N32 --> N33
    N34["Call: print"]:::process
    N33 --> N34
    N35([End]):::input
    N34 --> N35
Loading

Flow: TensorVis.vis.inspect

flowchart TD
    classDef input fill:#e3f2fd,stroke:#1565c0;
    classDef process fill:#fff,stroke:#bdbdbd;
    classDef decision fill:#f3e5f5,stroke:#7b1fa2,stroke-dasharray: 5 5;
    Start([Input: self]):::input
    N1["Expr"]:::process
    Start --> N1
    N2["Call: print"]:::process
    N1 --> N2
    N3["Call: print"]:::process
    N2 --> N3
    N4["Call: _guess_dim_names -> dim_names"]:::process
    N3 --> N4
    N5["Call: join -> shape_str"]:::process
    N4 --> N5
    N6["Call: print"]:::process
    N5 --> N6
    N7["Call: print"]:::process
    N6 --> N7
    N8["Call: print"]:::process
    N7 --> N8
    N9["Call: print"]:::process
    N8 --> N9
    N10["Call: any -> has_nan"]:::process
    N9 --> N10
    N11["Call: any -> has_inf"]:::process
    N10 --> N11
    N12["Call: print"]:::process
    N11 --> N12
    N13["Call: print"]:::process
    N12 --> N13
    N14["Call: print"]:::process
    N13 --> N14
    N15{"If self.size > 0?"}:::decision
    N14 --> N15
    N16["Process -> assign"]:::process
    N15 --> N16
    N17["Call: print"]:::process
    N16 --> N17
    N18["Call: print"]:::process
    N17 --> N18
    N19["Call: sum -> zeros"]:::process
    N18 --> N19
    N20["Process -> sparsity"]:::process
    N19 --> N20
    N21["Call: print"]:::process
    N20 --> N21
    N22["Merge"]:::process
    N15 --> N22
    N21 --> N22
    N23["Call: print"]:::process
    N22 --> N23
    N24["Call: sum -> l1"]:::process
    N23 --> N24
    N25["Call: norm -> l2"]:::process
    N24 --> N25
    N26["Call: print"]:::process
    N25 --> N26
    N27{"If self.ndim >= 2 and self.size > 0 and (not has_nan) and (not has_inf)?"}:::decision
    N26 --> N27
    N28["Process -> matrix"]:::process
    N27 --> N28
    N29{"While matrix.ndim > 2?"}:::decision
    N28 --> N29
    N30["Process -> matrix"]:::process
    N29 --> N30
    N31["After While"]:::process
    N30 --> N29
    N29 --> N31
    N32["Try"]:::process
    N31 --> N32
    N33["Merge"]:::process
    N27 --> N33
    N32 --> N33
    N34["Call: print"]:::process
    N33 --> N34
    N35([End]):::input
    N34 --> N35
Loading

Flow: TensorVis.inspector.visualize

flowchart TD
    classDef input fill:#e3f2fd,stroke:#1565c0;
    classDef process fill:#fff,stroke:#bdbdbd;
    classDef decision fill:#f3e5f5,stroke:#7b1fa2,stroke-dasharray: 5 5;
    Start([Input: self]):::input
    N1["Expr"]:::process
    Start --> N1
    N2["Call: use"]:::process
    N1 --> N2
    N3["Call: figure -> fig"]:::process
    N2 --> N3
    N4["Call: add_gridspec -> gs"]:::process
    N3 --> N4
    N5["Call: add_subplot -> ax1"]:::process
    N4 --> N5
    N6["Call: flatten -> flat_data"]:::process
    N5 --> N6
    N7["Process -> clean_data"]:::process
    N6 --> N7
    N8{"If len(clean_data) > 0?"}:::decision
    N7 --> N8
    N9["Call: hist"]:::process
    N8 --> N9
    N10["Call: axvline"]:::process
    N9 --> N10
    N11["Call: set_title"]:::process
    N10 --> N11
    N12["Call: set_xlabel"]:::process
    N11 --> N12
    N13["Call: set_ylabel"]:::process
    N12 --> N13
    N14["Call: legend"]:::process
    N13 --> N14
    N15["Call: text"]:::process
    N8 --> N15
    N16["Merge"]:::process
    N15 --> N16
    N14 --> N16
    N17["Call: add_subplot -> ax2"]:::process
    N16 --> N17
    N18{"If self.ndim == 1?"}:::decision
    N17 --> N18
    N19["Call: bar"]:::process
    N18 --> N19
    N20["Call: set_title"]:::process
    N19 --> N20
    N21{"If self.ndim == 2?"}:::decision
    N18 --> N21
    N22["Call: imshow -> im"]:::process
    N21 --> N22
    N23["Call: colorbar"]:::process
    N22 --> N23
    N24["Call: set_title"]:::process
    N23 --> N24
    N25{"If self.ndim >= 3?"}:::decision
    N21 --> N25
    N26["Process -> slice_data"]:::process
    N25 --> N26
    N27{"While slice_data.ndim > 3?"}:::decision
    N26 --> N27
    N28["Process -> slice_data"]:::process
    N27 --> N28
    N29["After While"]:::process
    N28 --> N27
    N27 --> N29
    N30{"If slice_data.shape[0] > slice_data.shape[-1] and slice_data.shape[-1] > 1?"}:::decision
    N29 --> N30
    N31["Call: transpose -> slice_data"]:::process
    N30 --> N31
    N32["Merge"]:::process
    N30 --> N32
    N31 --> N32
    N33["Call: min -> num_slices"]:::process
    N32 --> N33
    N34["Process -> assign"]:::process
    N33 --> N34
    N35["Call: zeros -> montage"]:::process
    N34 --> N35
    N36{"For i?"}:::decision
    N35 --> N36
    N37["Process -> assign"]:::process
    N36 --> N37
    N38["After For"]:::process
    N37 --> N36
    N36 --> N38
    N39["Call: imshow -> im"]:::process
    N38 --> N39
    N40["Call: colorbar"]:::process
    N39 --> N40
    N41["Call: set_title"]:::process
    N40 --> N41
    N42["Call: axis"]:::process
    N41 --> N42
    N43["Merge"]:::process
    N25 --> N43
    N42 --> N43
    N44["Merge"]:::process
    N43 --> N44
    N24 --> N44
    N45["Merge"]:::process
    N44 --> N45
    N20 --> N45
    N46["Call: add_subplot -> ax3"]:::process
    N45 --> N46
    N47{"If self.ndim >= 2 and self.size > 0?"}:::decision
    N46 --> N47
    N48["Process -> matrix"]:::process
    N47 --> N48
    N49{"While matrix.ndim > 2?"}:::decision
    N48 --> N49
    N50["Process -> matrix"]:::process
    N49 --> N50
    N51["After While"]:::process
    N50 --> N49
    N49 --> N51
    N52["Try"]:::process
    N51 --> N52
    N53["Call: text"]:::process
    N47 --> N53
    N54["Call: axis"]:::process
    N53 --> N54
    N55["Merge"]:::process
    N54 --> N55
    N52 --> N55
    N56["Call: tight_layout"]:::process
    N55 --> N56
    N57["Call: show"]:::process
    N56 --> N57
    N58([End]):::input
    N57 --> N58
Loading

Flow: TensorVis.vis.visualize

flowchart TD
    classDef input fill:#e3f2fd,stroke:#1565c0;
    classDef process fill:#fff,stroke:#bdbdbd;
    classDef decision fill:#f3e5f5,stroke:#7b1fa2,stroke-dasharray: 5 5;
    Start([Input: self]):::input
    N1["Expr"]:::process
    Start --> N1
    N2["Call: use"]:::process
    N1 --> N2
    N3["Call: figure -> fig"]:::process
    N2 --> N3
    N4["Call: add_gridspec -> gs"]:::process
    N3 --> N4
    N5["Call: add_subplot -> ax1"]:::process
    N4 --> N5
    N6["Call: flatten -> flat_data"]:::process
    N5 --> N6
    N7["Process -> clean_data"]:::process
    N6 --> N7
    N8{"If len(clean_data) > 0?"}:::decision
    N7 --> N8
    N9["Call: hist"]:::process
    N8 --> N9
    N10["Call: axvline"]:::process
    N9 --> N10
    N11["Call: set_title"]:::process
    N10 --> N11
    N12["Call: set_xlabel"]:::process
    N11 --> N12
    N13["Call: set_ylabel"]:::process
    N12 --> N13
    N14["Call: legend"]:::process
    N13 --> N14
    N15["Call: text"]:::process
    N8 --> N15
    N16["Merge"]:::process
    N15 --> N16
    N14 --> N16
    N17["Call: add_subplot -> ax2"]:::process
    N16 --> N17
    N18{"If self.ndim == 1?"}:::decision
    N17 --> N18
    N19["Call: bar"]:::process
    N18 --> N19
    N20["Call: set_title"]:::process
    N19 --> N20
    N21{"If self.ndim == 2?"}:::decision
    N18 --> N21
    N22["Call: imshow -> im"]:::process
    N21 --> N22
    N23["Call: colorbar"]:::process
    N22 --> N23
    N24["Call: set_title"]:::process
    N23 --> N24
    N25{"If self.ndim >= 3?"}:::decision
    N21 --> N25
    N26["Process -> slice_data"]:::process
    N25 --> N26
    N27{"While slice_data.ndim > 3?"}:::decision
    N26 --> N27
    N28["Process -> slice_data"]:::process
    N27 --> N28
    N29["After While"]:::process
    N28 --> N27
    N27 --> N29
    N30{"If slice_data.shape[0] > slice_data.shape[-1] and slice_data.shape[-1] > 1?"}:::decision
    N29 --> N30
    N31["Call: transpose -> slice_data"]:::process
    N30 --> N31
    N32["Merge"]:::process
    N30 --> N32
    N31 --> N32
    N33["Call: min -> num_slices"]:::process
    N32 --> N33
    N34["Process -> assign"]:::process
    N33 --> N34
    N35["Call: zeros -> montage"]:::process
    N34 --> N35
    N36{"For i?"}:::decision
    N35 --> N36
    N37["Process -> assign"]:::process
    N36 --> N37
    N38["After For"]:::process
    N37 --> N36
    N36 --> N38
    N39["Call: imshow -> im"]:::process
    N38 --> N39
    N40["Call: colorbar"]:::process
    N39 --> N40
    N41["Call: set_title"]:::process
    N40 --> N41
    N42["Call: axis"]:::process
    N41 --> N42
    N43["Merge"]:::process
    N25 --> N43
    N42 --> N43
    N44["Merge"]:::process
    N43 --> N44
    N24 --> N44
    N45["Merge"]:::process
    N44 --> N45
    N20 --> N45
    N46["Call: add_subplot -> ax3"]:::process
    N45 --> N46
    N47{"If self.ndim >= 2 and self.size > 0?"}:::decision
    N46 --> N47
    N48["Process -> matrix"]:::process
    N47 --> N48
    N49{"While matrix.ndim > 2?"}:::decision
    N48 --> N49
    N50["Process -> matrix"]:::process
    N49 --> N50
    N51["After While"]:::process
    N50 --> N49
    N49 --> N51
    N52["Try"]:::process
    N51 --> N52
    N53["Call: text"]:::process
    N47 --> N53
    N54["Call: axis"]:::process
    N53 --> N54
    N55["Merge"]:::process
    N54 --> N55
    N52 --> N55
    N56["Call: tight_layout"]:::process
    N55 --> N56
    N57["Call: show"]:::process
    N56 --> N57
    N58([End]):::input
    N57 --> N58
Loading

Additional Repository Reports